{
 "cells": [
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   "cell_type": "markdown",
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   "source": [
    "# Use R in Data Mining\n",
    "\n",
    "Why we chanage into `R`? Basically, as a Statistics student, you need to know how to use `R` and using `R` is not meaning that no `Python` actually, their both great tools in data analysis and data mining. The main reason I am introducing you data mining with `R` is because our teacher is using `R` in the lecture.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## What We are going to Learning in the Notebook?\n",
    "\n",
    "I would follow a very classical reference book called: *Introduction to DATA MINING* written by **Pang-Ning Tan, Michael Steibach & Vipin Kumar** therefore, here is the catelog:\n",
    "\n",
    "1. Introduction \n",
    "2. Data\n",
    "3. Exploring Data\n",
    "4. Classification\n",
    "5. Association Analysis\n",
    "6. Cluster Analysis\n",
    "7. Anomaly Detection"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Introduction \n",
    "\n",
    "Because of the Big Data Era is coming, everyone know Data Mining is important, so I would omit this part. Basically, data mining is important in every industry, for instance, in sales  industry, you need association analysis to know how to schedule the shopping frame...\n",
    "\n",
    "### What is Data Mining\n",
    "\n",
    "$\\left[Data Mining\\right]$ is the process of automatically discovering useful information in large data repositories. What's more data ming is an integral part of **knowledge discovery in databases**(KDD). Here is a process graph:\n",
    "<br>\n",
    "<br>\n",
    "<center>Input Data -> <b>Data Processing</b> -> Data Mining -> <b>Postprocessing</b> -> Information </center>\n",
    "\n",
    "\n",
    "* Input data: it also contains figure, voice and natural language(NLP)\n",
    "* Data Preprocessing: Feature Selection; Dimensionality Reduction; Normalization; Data Subsetting\n",
    "* Filtering Patterns Visualization; Pattern Intepretation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data \n",
    "\n",
    "In this part, we would show you several data-related issues that are important for successfual data mining.\n",
    "\n",
    "### The Type of Data\n",
    "\n",
    "There are basically two types of data: \n",
    "\n",
    "1. Categorical Data or Qualitative Data \n",
    "2. Numerical Data or Quantitative Data\n",
    "\n",
    "The Categorical Data is a kind of data which is a categorical measurement expressed not in terms of number. It represents characteristics such as name, location, gender,etc. Also, ti can tak on numerical values (for example, '1' represents male and '0' represents female) It can be seperated into \"Nominal Data\" and \"Ordinal Data\".\n",
    "\n",
    "* Nominal values provide only enough information to distinguish on object from another;\n",
    "* Ordinal values provide information to order objects\n",
    "\n",
    "Numerical Data is a numerical measurement expressed not by means of a natural language description, instead, in terms of numbers. It can be seperated into \"Interval Data\" and \"Ratio\"\n",
    "\n",
    "* Interval Data: the differeneces between values are meaningful;\n",
    "* Ratio: both differences and ratios are meaningful\n",
    "\n",
    "| Attribute Type | Example |\n",
    "| :---: | :----: |\n",
    "| Nominal | zip codes, Student ID number |\n",
    "| Ordinal | Street numbers, students' grades |\n",
    "| Interval | calendar dataes, temperature (Celsius or Fahrenheit )|\n",
    "| Ratio | electrical current, temperature (Kelvin) |\n",
    "\n",
    "There are multiple different types of data: Graph-Based Data, Time Series Data, Sequential Data, etc. \n",
    "\n",
    "### Data Quality \n",
    "\n",
    "Data mining focues on:\n",
    "\n",
    "1. the detection and correction of data quality problems \n",
    "2. the use off algorithms that can tolerate poor data quality\n",
    "\n",
    "#### Mesaurement and Data Collection Issues\n",
    "\n",
    "The term measurement error refers to any problem resulting from the measurement process. A common problem is that value recorded differes from the treu value to some extent. Here are some common data collection error:\n",
    "\n",
    "##### Noise and Artifacts \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
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9+N227DG2+orcZ1uruxcSPuuQd33IHdu2GxqC3IdV59FXo9li3DRRdh61a11bhO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AjR0T1P9c8+w9y5IjbtZRyj7LKyem4MiIyd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\ngGsXd2YVAAAAAElFTkSuQmCC",
      "text/plain": [
       "Plot with title “An exmaple of Sine graph and Sine with noise”"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      },
      "text/plain": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x <- seq(-1000 * pi,1000*pi,length.out=100)\n",
    "y <- sin(x)\n",
    "y_2 <- sin(x) + rnorm(100, 1, 1)\n",
    "par(mfrow = c(2,1))\n",
    "plot(x,y,type=\"l\", col = \"red\")\n",
    "title(\"An exmaple of Sine graph and Sine with noise\")\n",
    "plot(x,y_2, type = \"l\", col = \"blue\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As you can see, the read one is a time series plot, and the blue line is the time series plot with noise.\n",
    "\n",
    "##### Outliers \n",
    "\n",
    "**Outliers** are data objects with characteristics that are considerably different than most of the other data objects in the data set\n",
    "\n",
    "* Case 1: Outliers are nosie that interferes with data analysis \n",
    "* Case 2: Outliers are the goal of our analysis \n",
    "    * Credit card fraud\n",
    "    * Intrusion dection\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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kwGz1meWn6ylflO1NF/EWr/b0cF+K1Y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jra2tXq8/f/582WB8fHxJScnQoUPLRlhJ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\nG1liAAAAAElFTkSuQmCC",
      "text/plain": [
       "Plot with title “Height & Weight Regression(Without Outlier)”"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      },
      "text/plain": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x <- c(151, 174, 138, 186, 128, 136, 179, 163, 152, 131)\n",
    "y <- c(63, 81, 56, 91, 47, 57, 76, 72, 62, 48)\n",
    "data_set <- as.data.frame(x = x, y = y)\n",
    "relation <- lm(y~x)\n",
    "plot(x,y,col = \"blue\",main = \"Height & Weight Regression(Without Outlier)\")\n",
    "abline(relation)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The above plot shows the regression model of Height & Weight Regression, if we add one outliers into the dataset, the whole model would change:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 198,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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m1hYSF1KAAASp3BFDsLC4vatWsXHjc2NlYoFPrPgzJLrVa/99574eHhAwYMMDEx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\ngmAHAACgEwQ7AAAAnSDYAQAA6MT/A8L0eoSPlmNVAAAAAElFTkSuQmCC",
      "text/plain": [
       "Plot with title “Height & Weight Regression(with Outlier)”"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      },
      "text/plain": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x <- c(151, 174, 138, 186, 128, 136, 179, 163, 152, 131,10)\n",
    "y <- c(63, 81, 56, 91, 47, 57, 76, 72, 62, 48, 100)\n",
    "relation <- lm(y~x)\n",
    "par(mfrow=c(3, 1))\n",
    "plot(data_set$x, data_set$y, main = \"data without outlier\")\n",
    "plot(x, y, main = \"data with outlier\")\n",
    "plot(x,y,col = \"blue\",main = \"Height & Weight Regression(with Outlier)\")\n",
    "abline(relation)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Missing Values\n",
    "\n",
    "For some situation, we may face missing values because of some reasons. For example, if the sensor is broken, we cannot get the data for few days.\n",
    "\n",
    "* Reasons for missing values:\n",
    "    * Information is not collected\n",
    "    * Attributes may not be applicable to all cases (e.g., annual income is not applicable to children)\n",
    "    \n",
    "How to handle with missing values? In fact, there are multiple ways. The easiest way is to remove all rows or columns that containing a missing values; or we can use some technique to estimate them.\n",
    "\n",
    "* Handling missing values:\n",
    "    * Eliminate data objects or variables\n",
    "    * Estimate missing values\n",
    "        * Example: time series of temperature\n",
    "        * Exmaple: census results\n",
    "    * Ignore the missing values during analysis\n",
    "    \n",
    "##### Duplicate Data\n",
    "\n",
    "* Data set may include data objects that are duplicate, or almost duplicates of one another \n",
    "    * Major issue when merging data from heterogeneous sources\n",
    "    \n",
    "* Exmaple: \n",
    "    * Same person with multiple email addresses\n",
    "\n",
    "* Data Cleaning\n",
    "    * Process of dealing with duplicate data issues\n",
    "\n",
    "##### Similarity and Dissimilarity Measures\n",
    "\n",
    "* Similarity Measure\n",
    "    * Numerical measure of how alike two data objects are\n",
    "    * Is higher when objects are more alike\n",
    "    * Often falls in the range $\\left[0, 1\\right]$\n",
    "* Dissimilarity measure\n",
    "    * Numerical measure of how different two data object are\n",
    "        * Lower when objects are more alike\n",
    "        * Minimum dissimilarity is often $0$\n",
    "        * Upper limit varies\n",
    "* Proximity refers to a similarity or dissimilarity\n",
    "\n",
    "#### Distance \n",
    "\n",
    "How to define \"close\", \"far\", \"similar\" or \"dissimilar\"? Mathematically, we use a numerical index called \"Distance\". \n",
    "\n",
    "##### Euclidean Distance\n",
    "\n",
    "$$d(x,y) = \\sqrt{\\sum_{k = 1}^n (x_k - y_k)^2}$$\n",
    "\n",
    "where $n$ is the number of dimensions (attributes) and $x_k$ and $y_k$ are, repecitvely, the $k^{\\text{th}}$ attributes (components) or data object $x$ and $y$.\n",
    "\n",
    "Before using the Euclidean Distance, we need standarize the data if their scales are diferent."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Association Rules & Frequent Itemsets\n",
    "\n",
    "Associationmining is commonly used to make product recommendation and shelf planning. By identifying products that are frequently bought together, merchant may sell the product in pairs or put the frequently combination together, also, they could use these rules to manage their inventory.\n",
    "\n",
    "#### APRIORI Algorithm \n",
    "\n",
    "a level-wise, breadth-first which counts trasaction to find frequent itemsets.\n",
    "\n",
    "#### EClat \n",
    "`Eclat()` takes in a transaction object and gives the most frequent items in the databased the support you provide to the `supp` argument. The `maxlen` defines the maximum number of items in each itemset of frequent items. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "also installing the dependencies ‘iterators’, ‘foreach’, ‘gtools’, ‘gdata’, ‘caTools’, ‘lmtest’, ‘TSP’, ‘qap’, ‘gclus’, ‘dendextend’, ‘gplots’, ‘registry’, ‘scatterplot3d’, ‘vcd’, ‘seriation’, ‘igraph’, ‘plotly’, ‘visNetwork’, ‘pmml’, ‘arulesViz’\n",
      "\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "The downloaded binary packages are in\n",
      "\t/var/folders/c8/qlnd5fx50dl060wblmhzn3600000gn/T//RtmpiZaPbG/downloaded_packages\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Loading required package: Matrix\n",
      "\n",
      "\n",
      "Attaching package: ‘arules’\n",
      "\n",
      "\n",
      "The following objects are masked from ‘package:base’:\n",
      "\n",
      "    abbreviate, write\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "install.packages(\"arules\", dep = T, repos = 'https://mirrors.tuna.tsinghua.edu.cn/CRAN')\n",
    "library(arules)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Apriori\n",
      "\n",
      "Parameter specification:\n",
      " confidence minval smax arem  aval originalSupport maxtime support minlen\n",
      "        0.9    0.1    1 none FALSE            TRUE       5     0.5      1\n",
      " maxlen target   ext\n",
      "     10  rules FALSE\n",
      "\n",
      "Algorithmic control:\n",
      " filter tree heap memopt load sort verbose\n",
      "    0.1 TRUE TRUE  FALSE TRUE    2    TRUE\n",
      "\n",
      "Absolute minimum support count: 4917 \n",
      "\n",
      "set item appearances ...[0 item(s)] done [0.00s].\n",
      "set transactions ...[169 item(s), 9835 transaction(s)] done [0.00s].\n",
      "sorting and recoding items ... [0 item(s)] done [0.00s].\n",
      "creating transaction tree ... done [0.00s].\n",
      "checking subsets of size 1 done [0.00s].\n",
      "writing ... [0 rule(s)] done [0.00s].\n",
      "creating S4 object  ... done [0.00s].\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "set of 0 rules\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data(Groceries)\n",
    "## Mine association rules.\n",
    "rules <- apriori(Groceries, \n",
    "\tparameter = list(supp = 0.5, conf = 0.9, target = \"rules\"))\n",
    "summary(rules)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "data(Groceries)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Eclat\n",
      "\n",
      "parameter specification:\n",
      " tidLists support minlen maxlen            target   ext\n",
      "    FALSE    0.07      1     15 frequent itemsets FALSE\n",
      "\n",
      "algorithmic control:\n",
      " sparse sort verbose\n",
      "      7   -2    TRUE\n",
      "\n",
      "Absolute minimum support count: 688 \n",
      "\n",
      "create itemset ... \n",
      "set transactions ...[169 item(s), 9835 transaction(s)] done [0.00s].\n",
      "sorting and recoding items ... [18 item(s)] done [0.00s].\n",
      "creating sparse bit matrix ... [18 row(s), 9835 column(s)] done [0.00s].\n",
      "writing  ... [19 set(s)] done [0.00s].\n",
      "Creating S4 object  ... done [0.00s].\n",
      "     items                         support    count\n",
      "[1]  {other vegetables,whole milk} 0.07483477  736 \n",
      "[2]  {whole milk}                  0.25551601 2513 \n",
      "[3]  {other vegetables}            0.19349263 1903 \n",
      "[4]  {rolls/buns}                  0.18393493 1809 \n",
      "[5]  {yogurt}                      0.13950178 1372 \n",
      "[6]  {soda}                        0.17437722 1715 \n",
      "[7]  {root vegetables}             0.10899847 1072 \n",
      "[8]  {tropical fruit}              0.10493137 1032 \n",
      "[9]  {bottled water}               0.11052364 1087 \n",
      "[10] {sausage}                     0.09395018  924 \n",
      "[11] {shopping bags}               0.09852567  969 \n",
      "[12] {citrus fruit}                0.08276563  814 \n",
      "[13] {pastry}                      0.08896797  875 \n",
      "[14] {pip fruit}                   0.07564820  744 \n",
      "[15] {whipped/sour cream}          0.07168277  705 \n",
      "[16] {fruit/vegetable juice}       0.07229283  711 \n",
      "[17] {newspapers}                  0.07981698  785 \n",
      "[18] {bottled beer}                0.08052872  792 \n",
      "[19] {canned beer}                 0.07768175  764 \n"
     ]
    },
    {
     "data": {
      "image/png": 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gQIECDQZwENUp+PvrETIECAAAECBAgQIDBNQIM0jcMTAgQIECBAgAABAgT6LKBB\n6vPRN3YCBAgQIECAAAECBKYJaJCmcXhCgAABAgQIECBAgECfBTRIfT76xk6AAAECBAgQIECA\nwDQBDdI0Dk8IECBAgAABAgQIEOizgAapz0ff2AkQIECAAAECBAgQmCagQZrG4QkBAgQIECBA\ngAABAn0W0CD1+egbOwECBAgQIECAAAEC0wQ0SNM4PCFAgAABAgQIECBAoM8CGqQ+H31jJ0CA\nAAECBAgQIEBgmoAGaRqHJwQIECBAgAABAgQI9FlAg9Tno2/sBAgQIECAAAECBAhME9AgTePw\nhAABAgQIECBAgACBPgtokPp89I2dAAECBAgQIECAAIFpAhqkaRyeECBAgAABAgQIECDQZwEN\nUp+PvrETIECAAAECBAgQIDBNQIM0jcMTAgQIECBAgAABAgT6LKBB6vPRN3YCBAgQIECAAAEC\nBKYJaJCmcXhCgAABAgQIECBAgECfBTRIfT76xk6AAAECBAgQIECAwDQBDdI0Dk8IECBAgAAB\nAgQIEOizgAapz0ff2AkQIECAAAECBAgQmCagQZrG4QkBAgQIECBAgAABAn0W0CD1+egbOwEC\nBAgQIECAAAEC0wQ0SNM4PCFAgAABAgQIECBAoM8CGqQ+H31jJ0CAAAECBAgQIEBgmoAGaRqH\nJwQIECBAgAABAgQI9FlAg9Tno2/sBAgQIECAAAECBAhME9AgTePwhAABAgQIECBAgACBPgto\nkPp89I2dAAECBAgQIECAAIFpAhqkaRyeECBAgAABAgQIECDQZwENUp+PvrETIECAAAECBAgQ\nIDBNQIM0jcMTAgQIECBAgAABAgT6LKBB6vPRN3YCBAgQIECAAAECBKYJaJCmcXhCgAABAgQI\nECBAgECfBTRIfT76xk6AAAECBAgQIECAwDQBDdI0Dk8IECBAgAABAgQIEOizgAapz0ff2AkQ\nIECAAAECBAgQmCagQZrG4QkBAgQIECBAgAABAn0W0CD1+egbOwECBAgQIECAAAEC0wQ0SNM4\nPCFAgAABAgQIECBAoM8CGqQ+H31jJ0CAAAECBAgQIEBgmoAGaRqHJwQIECBAgAABAgQI9Flg\n7R4OfvOMedNkveTG5LrkpkQRIECAAAECBAgQINBzgb6cQdopx/kDyS+Sa5KLkvOSy5Nqki5I\njkm2TBQBAgQIECBAgAABAj0V6MMZpMNybA+fOr6X5vGbSTVJ1RjVmaR7J9smByb7JgcnxyeK\nAAECBAgQIECAAIGeCXS9Qdovx7Oaoy8lhyZnJYNqaVbukbwjOS65ODkzUQQIECBAgAABAgQI\n9Eig65fY7ZNjeWFSj6tqjupw35WcluyV3JAckCgCBAgQIECAAAECBHom0PUGacccz7qk7tYh\nj+u12e6cZJsht7cZAQIECBAgQIAAAQIdEuh6g3RVjtXOyTpDHrOa4a6aqprAQREgQIAAAQIE\nCBAg0DOBrjdIx+Z4bp98Jtl1lmPb3INU9yptmJwwy7ZeIkCAAAECBAgQIECgowJdn6ShZqPb\nKjki2Tu5Irk8uTq5PtkkqVnstku2Tu5IDknOSBQBAgQIECBAgAABAj0T6HqDVJMvHJWcmByZ\nLE9mnkm6OeuuTGoGu6OTyxJFgAABAgQIECBAgEAPBbreIDWHtGay23/qSZ01qt8/Wj+pH45d\nkSgCBAgQIECAAAECBAgs6fo9SIMO8bKsrNTYN042ShQBAgQIECBAgAABAgR60yDtlGP9gaTO\nGF2TXJTUTHV1P9KNyQXJMcmWiSJAgAABAgQIECBAoKcCfbjE7rAc28Onju+leazfRaomqRqj\nutSuJmnYNjkw2Tc5OKnJHRQBAgQIECBAgAABAj0T6HqDtF+OZzVHNX33oclZyaBqpvmuiRqO\nSy5OzkwUAQIECBAgQIAAAQI9Euj6PUj75FjWBA31uKrmqA53zXZ3WrJXckNyQKIIECBAgAAB\nAgQIEOiZQNcbpB1zPOuSuluHPK7XZrtzkm2G3N5mBAgQIECAAAECBAh0SKDrDdJVOVY7J+sM\necw2z3bVVNUEDooAAQIECBAgQIAAgZ4JdL1BOjbHc/vkM8nMH4htH+rmHqS6V2nD5IT2i5YJ\nECBAgAABAgQIEOiHQNcnaajZ6LZKjkj2Tq5ILk+uTq5PNklqFrvtkq2TO5JDkjMSRYAAAQIE\nCBAgQIBAzwS63iDV5AtHJScmRybLk5lnkm7OuiuTmsHu6OSy5J7WBvmAlyfrDvlBNc24IkCA\nAAECBAgQIEBgkQW63iA1vDWT3f5TT+qsUf3+0fpJ/XDsimR1V93L9MfJsPc+bby6d8DnESBA\ngAABAgQIECAwukBfGqS2zLI8qdT9V9WY1GV1NyWrs+qM1B4jfOBjs+2ZI2xvUwIECBAgQIAA\nAQIE1oBA1ydpaMh2ysIHkjpjdE1yUVIz1dX9SDcmFyTHJFsmigABAgQIECBAgACBngr04QzS\nYTm2h08d30vzWL+LVE1SNUZ1qV1N0lD3AB2Y7JscnByfKAIECBAgQIAAAQIEeibQ9QZpvxzP\nao5q+u5Dk7OSQdVM810TNRyXXJy45C0IigABAgQIECBAgECfBLp+id0+OZg1QUM9rqo5quNd\ns92dluyV3JAckCgCBAgQIECAAAECBHom0PUGacccz7qk7tYhj+u12e6cZJsht7cZAQIECBAg\nQIAAAQIdEuh6g3RVjtXOybDTbdf03NVU1QQOigABAgQIECBAgACBngl0vUE6Nsdz++Qzycwf\niG0f6uYepLpXacPkhPaLlgkQIECAAAECBAgQ6IdA1ydpqNnotkqOSPZOrkguT65Ork82SWoW\nu+2SrZP6TaRDkjMSRYAAAQIECBAgQIBAzwS63iDV5AtHJScmRybLk5lnkm7OuiuTmsHu6OSy\nRBEgQIAAAQIECBAg0EOBrjdIzSGtmez2n3pSZ43q94/WT+qHY1ckigABAgQIECBAgAABAkv6\n0iA1h7ruuapL6yqDallWVgN1S/LrQRtYR4AAAQIECBAgQIBAdwW6PklDHbn7JJ9MrkmqMfpq\n8rhkUO2QlbXd6wa9aB0BAgQIECBAgAABAt0W6HqDtHEO33eT5yR1dqgmaHhCclpS9yQpAgQI\nECBAgAABAgQI/JdA1xukv8pIH5Acntw/qSm/H5P8OHl98s5EESBAgAABAgQIECBA4G6BrjdI\nu2eUNRHDEckNd494yZLv57Fms/tG8uqkmihFgAABAgQIECBAgACBJV1vkLbJMa5GqH7fqF01\nc90zknOSv0vqEjxFgAABAgQIECBAgEDPBbreIF2S4/uUpKb0nlk1YcPTkrov6dhkVRM35CVF\ngAABAgQIECBAgEAfBLreIJ2ag1i/efSW5H4DDugVWbdnUpfffTF5eqIIECBAgAABAgQIEOip\nQNcbpPfkuP4kqXuNLkv+NJlZ52fFXsnKpO5Vqlr6mwf/JECAAAECBAgQIECgTwJrd3yw9WOv\nuyY1pfczk9uSQXV2Vu6SVEP1R4M2sK4zAttlJHXZZRerzoh+qYsDMyYCBAgQIECAwEIJdL1B\nKscbk1dOZbYzZhdkm6cmNQ14NVaqmwJ/vvbaax+y6aab3t6l4d16663Lbr755ttWrlx5ry6N\ny1gIECBAgAABAgst0IcGqW1al9HNVfXDsqq7Ams94hGPuPPwww/foEtD/M53vrPkrW99651d\nGpOxECBAgAABAgQWQ2C2MyqLsT++kwABAgQIECBAgAABAosmoEFaNHpfTIAAAQIECBAgQIDA\nuAlokMbtiNgfAgQIECBAgAABAgQWTUCDtGj0vpgAAQIECBAgQIAAgXET0CCN2xGxPwQIECBA\ngAABAgQILJqABmnR6H0xAQIECBAgQIAAAQLjJqBBGrcjYn8IECBAgAABAgQIEFg0AQ3SotH7\nYgIECBAgQIAAAQIExk1AgzRuR8T+ECBAgAABAgQIECCwaAIapEWj98UECBAgQIAAAQIECIyb\ngAZp3I6I/SFAgAABAgQIECBAYNEENEiLRu+LCRAgQIAAAQIECBAYNwEN0rgdEftDgAABAgQI\nECBAgMCiCWiQFo3eFxMgQIAAAQIECBAgMG4CGqRxOyL2hwABAgQIECBAgACBRRPQIC0avS8m\nQIAAAQIECBAgQGDcBDRI43ZE7A8BAgQIECBAgAABAosmoEFaNHpfTIAAAQIECBAgQIDAuAlo\nkMbtiNgfAgQIECBAgAABAgQWTUCDtGj0vpjAogk8P998Z7Kya1lrrbWuzpiWJYoAAQIECBAg\nMC+Btef1Lm8iQGCSBe6Tuv0Vr3jFepM8iJn7ftllly15//vff++sXyepBlARIECAAAECBEYW\n0CCNTOYNBCZfYL311lu5ww47TP5AWiPImFrPLBIgQIAAAQIE5ifgErv5uXkXAQIECBAgQIAA\nAQIdFNAgdfCgGhIBAgQIECBAgAABAvMT0CDNz827CBAgQIAAAQIECBDooIAGqYMH1ZAIECBA\ngAABAgQIEJifgAZpfm7eRYAAAQIECBAgQIBABwU0SB08qIZEgAABAgQIECBAgMD8BDRI83Pz\nLgIECBAgQIAAAQIEOiigQergQTUkAgQIECBAgAABAgTmJ6BBmp+bdxEgQIAAAQIECBAg0EEB\nDVIHD6ohESBAgAABAgQIECAwPwEN0vzcvIsAAQIECBAgQIAAgQ4KaJA6eFANiQABAgQIECBA\ngACB+QlokObn5l0ECBAgQIAAAQIECHRQQIPUwYNqSAQIECBAgAABAgQIzE9AgzQ/N+8iQIAA\nAQIECBAgQKCDAmuPOKbNsv3jkke0sk2Wf5lclXwrOSk5K7krUQQIECBAgAABAgQIEJgYgWEb\npN/NiF6dvDjZKGnqlizckOwwlb3yeFjys+SvkmqWFAECBAgQIECAAAECBCZCYK4GaZ2M4nXJ\nG5KVycnJ55Jzk8uSXyVV90q2Tx429bh3Hk9MTkmqsfpxoggQIECAAAECBAgQIDDWArM1SOtl\nz7+dbJ4cnByX3JQMqjqL9N2p1OvVUD0tqebq7KTOKr0lUQQIEBgHgQdnJ16bdPE+zBszrv+V\n3J4oAgQIECBAYESB2Rqkeu2TyVHJr0f83Nr8i1N5bB53qxWKAAECYyLw+LXXXvulu+3Wrf/X\ndMsttyz9/ve/X03f3yd1ll8RIECAAAECIwrM1iDV2aL/PeLnDdr8m1lZUQQIEBgXgbs22mij\n21/72teuPy47tDr24+c///mSNEir46N8BgECBAgQ6K3APbm8ZIOo1eQMu07ptSdv6C2ogRMg\nQIAAAQIECBAgMLkC82mQts1wP5XUGaZzkrcnVR9Ljkjq3iVFgAABAgQIECBAgACBiROY7RK7\nQYPZOivrN462SH6abJg0tTQLhyb7JLsk87lvKW9TBAgQIECAAAECBAgQWByBUc8gvSu7WZfW\n7ZE8PKlmqal9s3Bk8ojkBc1KjwQIECBAgAABAgQIEJgUgVEbpCdnYO9NTh8wwDuz7vBkRdKt\nqaEGDNYqAgQIECBAgAABAgS6JzBKg7RJhl+/iXT+LAz1uxvnTm03y2ZeIkCAAAECBAgQIECA\nwPgJjNIgXZ/d/3nymFmGUU1UXWJ33izbeIkAAQIECBAgQIAAAQJjKTBKg1QDODl5SfKKZOOk\nXZvlyUeSTZOvtF+wTIAAAQIECBAgQIAAgUkQGLVBek0GdWXy7uSKZPfkQckJyQXJs5IPJ6cm\nigABAgQIECBAgAABAhMlMGqDdF1G9+jkmKR+gf4+yf2SaoyqDk7qDJMiQIAAAQIECBAgQIDA\nxAmM+jtIdbaoZql7eXJQsl1y3+TipM4sVcNVU4DXNmcnigABAgQIECBAgAABAhMjMOoZpFMy\nsrr/qKqm9b4wOTOp5qhqveRryYGJIkCAAAECBAgQIECAwEQJzHUG6aEZzfLWiO6V5brE7sWt\ndc1iNVuPmnpyTbPSIwECBAgQIECAAAECBCZFYK4G6T8zkDcnW7cG9MwsV1ZVN+WFz63qResJ\nECBAgAABAgQIECAwrgJzNUj120fPSB4+NYB35vEbyaAGaGXW35yclVyaKAIECBAgQIAAAQIE\nCEyUwFwNUg2mGp5K1S7Jacln64kiQIAAAQIECBAgQIBAlwSGaZDa431V+4llAgQIECBAgAAB\nAgQIdElg1Aapfv+ofvtorvpENqgoAgQIECBAgAABAgQITIzAqA3SnhnZA+cY3eV5/etzbONl\nAgQIECBAgAABAgQIjJ3AqA3SThnBzN9Oquf3Tx6ZHJXUmaN6VAQIECBAgAABAgQIEJgogVEb\npBWrGN3VWf/D5NzkB0nNdHdSoggQIECAAAECBAgQIDAxAjPPBt3THT87H3BJUpfiKQIECBAg\nQIAAAQIECEyUwOpukNbL6LdItpooBTtLgAABAgQIECBAgACBCIx6id36ec/SAXL1OVsmRyQb\nJ99LFAECBAgQIECAAAECBCZKYNQG6ScZ3Vyz2F2Ybd4/UQp2lgABAgQIECBAgAABAhEYtUE6\nLe/52QC5lVl3fXJO8oFkVZM55KVFr82zB5smdTngjcl1yU2JIkCAAAECBAgQIECg5wKjNkgv\nnFCvnbLfByXPTOpSwJlVZ71OSd6Q/HLmi54TIECAAAECBAgQINAPgVEbpElUOSw7ffjUjl+a\nx28m1yR19qjOJN072TY5MNk3OTg5PlEECBAgQIAAAQIECPRMYK4GqS5Dm89Md7fnfXeMgeV+\n2Ydqjr6UHJqclQyqmnhij+QdyXHJxcmZiSJAgAABAgQIECBAoEcCczU/347FzfNINSPjUPtk\nJ+ryuXpcVXNU+3lXUvdX7ZXckByQKAIECBAgQIAAAQIEeiYw1xmkOovy83mYXDCP96yJt+yY\nD61L6m4d8sOvzXY10cQ2Q25vMwIECBAgQIAAAQIEOiQwV4P0FxM+1quy/zsn6yR12d9cVTPc\nVVN1zFwbep0AAQIECBAgQIAAge4JzHWJ3Wwj3i4v/mGyf/KUpCY7GLc6Nju0ffKZZNdZdq65\nB6nuVdowOWGWbb1EgAABAgQIECBAgEBHBeY6gzRo2A/Pyn9Ils94sc7Q1PpXJXVPzzhUzUa3\nVXJEsndyRXJ5cnVyfbJJUo1dNXtbJzWxxCHJGYkiQIAAAQIECBAgQKBnAqM2SA+IT93TU41F\nnW35QXJdUuuflhycbJy8NFmZLHZVo3ZUcmJyZFJN3cwzSTUJxZVJzWB3dHJZoggQIECAAAEC\nBAgQ6KHAqA1SNRDrJ09JTp3h9Zo8r2akfpD1Q8npybjUhdmRuhSwqpq7TZMaxy+SFYkiQIAA\nAQIECBAgQIDAyL9x9ISY1QQGM5ujoqxL7Oryul8mT0zGtZZlxyp1/1Wd7dooUQQIECBAgAAB\nAgQIEBipQaqzLnW/zo9ncat7eM5PHj3LNovx0k750g8kdcbomuSi5Lzk8uTG5IKkGr8tE0WA\nAAECBAgQIECAQE8FRrnEri5FqzxqFqt189p/S74zyzYL/dJh+cLDp7700jzWPVTVJFVj1DR9\n22b5wGTfpO6jqskdFAECBAgQIECAAAECPRMYpUEqmpqYoSZg+GLy+aRddU/Pe5Mtkq+2X1jE\n5f3y3dUc1X4fmpyVDKpmmu+aqOG45OLkzEQRIECAAAECBAgQINAjgVEbpNfFpn776F+S05Mf\nJNcmNYvdnsn9k08nM5unrFqU2iffWhM01OOts+zBXXnttGSv5JLkgESDFARFgAABAgQIECBA\noE8CozZI1Tw8Mqn7ef4oeXzSVE2XXZezva1ZMQaPO2Yf6pK62Zqj9m5Ws3dOsk17pWUCBAgQ\nIECAAAECBPohMGqDVCpXJE9Naga47ZP7JDXpQU10MGwjkk0XpK7Kt+ycrJPULHtz1ebZoJqq\nmrBBESBAgAABAgQIECDQM4Ga6nq+VZMcfC/5QvKz5HeTupdnnOrY7Ew1cZ9JZv5AbHs/a7/3\nSOpepQ2TExJFgAABAgQIECBAgEDPBOZzBqlmeqt7dV42ZbV3Hj+WbJLUGZsXJycn41DHZye2\nSo5Iaj/r7NflydXJ9Untc01dvl2ydXJHckhyRqIIECBAgAABAgQIEOiZwKgNUk12UJMw/Dp5\neVINxkeTeyX/muyWfDypy9rqkrvFrpp84ajkxOTIZHky80xS3Tt1ZfKO5OjkskQRIECAAAEC\nBAgQINBDgVEbpL+NUd1vVI1SNR/PSjZNamKG/5k8KKnGqF6vhmNcqmay239qZ6qpq31eP6kf\njq3fdlrd9Tv5wL9P1h3yg7cYcjubESBAgAABAgQIECCwBgVGaZDqfqW6n+edSc30VvW03zzc\nfY9PLVYj8tPk0fVkTKsurausyapL9X6VDNsgLVuTO+OzCRAgQIAAAQIECBAYTmCUBqkuo6uz\nLj+f+uj6o36v5Jrku1Pr6qG2GbYxaL1tURa3y7c+LKkzSecntySro67Lh7xqhA96bLb94xG2\ntykBAgQIECBAgAABAmtAYJRZ7OpStGqGara3qj2TzZOa+W1lUrVT8sCkziSNQ9VEEscnG8zY\nmR3yvJq6i5MvJz9IrkpelzibEwRFgAABAgQIECBAoI8CozRI5fOxZL/ka1PLdR/S+5Oqv0lO\nT6pZ+nAyDlUTMtS9R+0zWg/I828kuyQ1TfkxyceTmrb8rck4/dBtdkcRIECAAAECBAgQILBQ\nAqNcYlf7VGdY6qxRNUk3JH+ZfD2pekJSvyf0guSnybhWNUE1SUPt+3taO1m/f/SPyauTLyan\nJIoAAQIECBAgQIAAgR4JjHoGqab3PiCpBuM+yXuTpl6ThVpXZ5nGuXbPzn0naTdHtb813fdL\nkquTJyWKAAECBAgQIECAAIGeCYx6BqnhuS0LNV327yUbJzW194+SuuRu3Kv2+9RV7OQtWX9e\n8shVvG41AQIECBAgQIAAAQIdFhj1DFJRPCr5QrIiqYkOvppcmtRMcK9I5tt05a0LUt/Pt+yw\nim+q3yN6TFITNigCBAgQIECAAAECBHomMGoz8/D4nJ5slJyWnJtUo3T/5MnJu5Pdkv+RjFPV\nJXU1IUM1R2cmNaHEM5OTkqa2zcLfJTWhQ3NfVfOaRwIECBAgQIAAAQIEeiAwaoNU9+3URAzL\nk5oJrl31+0fVIL0k+UzyuWSxqyZb2Cyps17PnUoe7q4aS9MgPT3LJyTlUQ1UzWqnCBAgQIAA\nAQIECBDomcAoDVJtW2eHjkpmNkfFVhM4/HnyjGSvZBwapE9nPypVNbFENUpNqtFralkW6v6j\naoxqFrtJuJcqu6kIECBAgAABAgQIEFidAqM2SLX95bPswB157ZKkmpFxq7oUsC6dq8ysr2RF\n3X90+8wXPCdAgAABAgQIECBAoD8Co0zSUGeIvpX896TOuAyquhfp0cmgM0yDth+XdXX2SHM0\nLkfDfhAgQIAAAQIECBBYJIG5GqR7Zb82b6V+66gaoBOTnZN1kqqa2OAPkzo78+WkfnBVESBA\ngAABAgQIECBAYKIE5rrErs4E/X8DRlSTGlRWJjcl1Ug1tVUWXpu8tVnhkQABAgQIECBAgAAB\nApMgMFeD9LUM4uJ5DGQ+75nH18z5lpdmi/ph2FGrZrL75qhvsj0BAgQIECBAgAABApMtMFeD\n9KrJHt6Sv8j+16x1o9Yb8wYN0qhqtidAgAABAgQIECAw4QJzNUjzGV5N4PA7yX/O582r+T1P\nzed9NnlsUvdNfTAZps4fZiPbECBAgAABAgQIECDQLYH5NEj7hGDfpKbybiZpWJrl+qwNkock\n/5C8MVns+nl24A+SmjyimqXDkx8kigABAgQIECBAgAABAr8lMGqD9KJ8wlxnYf4925z9W9+0\neCtuzVe/ODkreXfy+EQRIECAAAECBAgQIEDgtwTmmuZ75hv+Z1ZcnxyQbJPcmPx18rDkucm1\nySnJCck41bnZmdcnNWHDDuO0Y/aFAAECBAgQIECAAIHxERilQap7ix6cfCn5aHJl8u1k9+Rn\nyceTJycvSx6TjFu9Izu0Y/Kjcdsx+0OAAAECBAgQIECAwHgIjNIgbZxdrnuOTmvt+nlZbv9O\nUt3fU83Ss1rbWCRAgAABAgQIECBAgMBECIzSIK3IiH6VbN8aWTVI2yb3aa27NMsPbz23SIAA\nAQIECBAgQIAAgYkQGKVBqgHV5As1i92u9STVXK5W66ruleyR1H1KigABAgQIECBAgAABAhMl\nMGqD9FcZXZ0tqh9RfVzyjeTC5OikJma4IKmpvv8tUQQIECBAgAABAgQIEJgogVEbpDqD9EfJ\nvya/TFYm+yXXJHXf0ZbJccnHEkWAAAECBAgQIECAAIGJEhj1d5BqcHV2qH2GqH5f6AFJTdZw\nXXJhoggQIECAAAECBAgQIDBxAvNpkAYN8s6srEZJESBAgMBkCGyR3Xx1smwydnekvbwtW/9d\ncvNI77IxAQIECBCIwGwN0iZ5ve4tOjSp3zyaT9W04M9N6sdZXzufD/AeAgQIEFgjAr+fT339\nDjvsUM1EZ2rlypVLzj333PUyoJOS73dmYAZCgAABAgsmMFuDdEv2YrPk35N/SP4xOT8ZpjbK\nRi9NXpPUzHavShQBAgQIjJHA2muvfeeb3/zmaiY6U7fccsuS/fffvzPjMRACBAgQWHiB2Rqk\n27M7z06ek7wrOSSpab0/m/w0qd87uiy5IXlI8rCkfiOp8uRk0+T9yWFJ/X6SIkCAAAECBAgQ\nIECAwFgLzNYgNTv+qSx8PnlRUter/20yW9X9SF9OXpf8eLYNvUaAAAECBAgQIECAAIFxEhim\nQar9rRtd35vUpXYPTh7RyjZZrim/r0q+lZycXJMoAgQIECBAgAABAgQITJTAsA1SM6iVWah7\nkionNCs9EiBAgAABAgQIECBAoAsCo/5QbBfGbAwECBAgQIAAAQIECBAYKKBBGshiJQECBAgQ\nIECAAAECfRTQIPXxqBszAQIECBAgQIAAAQIDBTRIA1msJECAAAECBAgQIECgjwIapD4edWMm\nQIAAAQIECBAgQGCgwKgN0rvzKc9K1hn4aVYSIECAAAECBAgQIEBgggVGbZCelrHW9N5XJH+f\nPCpRBAgQIECAAAECBAgQ6ITAqA3SYzPqVyWXJa9MfpCcndS6rRJFgAABAgQIECBAgACBiRUY\ntUH6RUZ6dLJz8sjk/yS/kxyV1FmlE5NnJy7BC4IiQIAAAQIECBAgQGCyBEZtkNqjOzdPXpds\nmzwxqfuTdks+m1yZvDN5aKIIECBAgAABAgQIECAwEQL3pEFqBvjgLCxPnpDUZXZ3JXWmqS67\nOy85LFEECBAgQIAAAQIECBAYe4H5NkhbZmR/mXw7+VnypmSLqceH5PERSTVO/5IcnrwwUQQI\nECBAgAABAgQIEBhrgVEbpH0zmi8kdQndu5IdkuOSpyQPTP42uTCpuih52d1LS5Y8eerRAwEC\nBAgQIECAAAECBMZWYO0R9+xt2b4aoW8lH0o+maxIVlV35IVLkrNWtYH1BAgQIECAAAECBAgQ\nGBeBURuk92THv5jUvUXD1NXZ6HeH2dA2BAgQIECAAAECBAgQWGyBUS+xq5npqjmqS+bqHqOm\n7peFjyQupWtEPBIgQIAAAQIECBAgMHECozZI1QidlJyS7Noa7YOy/Pyp9W9qrbdIgAABAgQI\nECBAgACBiREYtUF6R0b21KQutfvX1ihPz/JeyTeSv0l2TxQBAgQIECBAgAABAgQmSmCUBmlp\nRvas5HNJTfH9q6RdX8mT/57cmfxp+wXLBAgQIECAAAECBAgQmASBURqke2VAGySnzjKwq/La\n95JtZ9nGSwQIECBAgAABAgQIEBhLgVEapOszgp8lj5plJOvktQclF8yyjZcIECBAgAABAgQI\nECAwlgKjNEg1gK8mL032ryczauM8PybZMqlJHBQBAgQIECBAgAABAgQmSmDU30E6LKPbOTk+\n+dvkJ8l1Sc1u9/vJ5slHk5MTRYAAAQIECBAgQIAAgYkSGLVB+kVG9wfJu5InJvskNXlD1eXJ\n65N/rCeKAAECBAgQIECAAAECkyYwaoNU47sx+bOpgW6ax5qQ4ZKk7lFSBAgQIECAAAECBAgQ\nmFiB+TRI7cGuyJMftVdYJkCAAAECBAgQIECAwKQKjDpJw6SO034TIECAAAECBAgQIEBgToH5\nnEF6Uj71+clWSf0uUnMPUhb/qz6cpWP/65kFAgQIECBAgAABAgQITIDAqA3SczKmTw4xrq8P\nsY1NCBAgQIAAAQIECBAgMFYCozZIb87e35QcmNRvItWsdoNq5aCV1hEgQIAAAQIECBAgQGCc\nBUZpkDbKQB6a1I/B1u8gKQIECBAgQIAAAQIECHRKYJRJGm7JyGsq7zqDpAgQIECAAAECBAgQ\nINA5gVEapLpsru4t2j8Z5X2dQzMgAgQIECBAgAABAgS6KTBqo/PSMNycfDpZntSPxG4xIDW7\nnSJAgAABAgQIECBAgMBECYzaIJ2U0dX03s9O6mzSJcmvBuR1WacIECBAgAABAgQIECAwUQKj\nTNJQA/tBcuUQI/zpENvYhAABAgQIECBAgAABAmMlMGqD9Odjtfd2hgABAgQIECBAgAABAqtR\nYNRL7NpfXfcZ7ZDsOrWypgFXBAgQIECAAAECBAgQmFiB+TRINTHDp5Ka7vuc5O1J1ceSI5L1\n6okiQIAAAQIECBAgQIDApAmMeond1hngWUnNXFf3GW2YNLU0C4cm+yS7JL9OFAECBAgQIECA\nAAECBCZGYNQzSO/KyOrSuj2ShyfVLDW1bxaOTB6RvKBZ6ZEAAQIECBAgQIAAAQKTIjBqg/Tk\nDOy9yekDBnhn1h2erEh2G/C6VQQIECBAgAABAgQIEBhrgVEapE0yks2T82cZ0e157dyp7WbZ\nzEsECBAgQIAAAQIECBAYP4FRGqTrs/s/Tx4zyzCqiapL7M6bZRsvESBAgAABAgQIECBAYCwF\nRmmQagAnJy9JXpFsnLRrszz5SLJp8pX2C5YJECBAgAABAgQIECAwCQKjNkivyaCuTN6dXJHs\nnjwoOSG5IHlW8uHk1EQRIECAAAECBAgQIEBgogRGbZCuy+genRyTrJ/cJ7lfUo1R1cFJnWFS\nBAgQIECAAAECBAgQmDiBUX8HqQb4q+TlyUHJdsl9k4uTOrOkCBAgQIAAAQIECBAgMLEC82mQ\nmsHWtN4XTqVZ55EAAQIECBAgQIAAAQITKzBqg1SX1tVldXPVJ7JBRREgQIAAAQIECBAgQGBi\nBEZtkPbMyB44x+guz+tfn2MbLxMgQIAAAQIECBAgQGDsBEZtkHbKCGZO7FDP7588MjkqqTNH\n9agIECBAgAABAgQIECAwUQKjNkgrVjG6q7P+h8m5yQ+SbyQnJYoAAQIECBAgQIAAAQITIzDz\nbNA93fGz8wGXJHUpniJAgAABAgQIECBAgMBECazuBmm9jH6LZKuJUrCzBAgQIECAAAECBAgQ\niMCol9itn/csHSBXn7NlckSycfK9RBEgQIAAAQIECBAgQGCiBEZtkH6S0c01i139NtL7J0rB\nzhIgQIAAAQIECBAgQCACozZIp+U9PxsgtzLrrk/OST6QrGoyh7y06LV59mDTpC4HvDG5Lrkp\nUQQIECBAgAABAgQI9Fxg1AbphRPqtVP2+6DkmUldCjiz6qzXKckbkl/OfNFzAgQIEOikwOZr\nrbXWu5j4cOAAAEAASURBVJcuXbpB10Z311133b5y5crXZlyXd21sxkOAAIE1LTBqg7Sm92dN\nfP5h+dDDpz740jx+M7kmqbNHdSbp3sm2yYHJvsnByfGJIkCAAIFuCzwoTcTz9txzzyVrr92t\n/zn80pe+VFd2HJtokLr977DRESCwBgRG/V+EY7IP95nHfnw07/nMPN53T9+yXz6gmqMvJYcm\nZyWDamlW7pG8IzkuuTg5M1EECBAg0HGBP/uzP1uywQbdOon0la98ZeUdd9zR8SNneAQIEFgz\nAqM2SDtmNx6Z1Ex1VXcmdQ9PnYWpJmNV9e1VvbCG1++Tz6/L5+rx1lm+6668VvdX7ZVckhyQ\naJCCoAgQIECg8wK7ZITN/653abB1Fu1byW1dGpSxECCw5gVGbZCen106Pfm3pM7M1KQM9Z+o\n1k2elLwzuT55ZtL+T1c35/liVDV0dUndbM1Re7+uzZMa0zbtlZYJECBAgEBHBbbOuL7b0bHV\nsJ6XHN/h8RkaAQJrQGDUBumfsg8/SJ6d1H+Zaar+60xdxvbj5Pzkj5P3JYtdV2UHdk7WSW4f\nYmdqhrtqqo4ZYlubECBAgACBSRe4+++A973vfUvue9/7TvpYpu3/C17wgl+vWLFi1L9zpn2G\nJwQI9FNgrRGGvV623S35WNJujtofcXmenJ08ob1yEZePzXdvn9T9T7vOsh91eWDdg1RN3obJ\nCYkiQIAAAQIECBAgQKBnAqP8l5W6ZK5mfpvt8rM6U/PgpM4yjUPVafWtkiOSvZMrkmrirk7q\nUsBNknsn2yV1mUGN8ZDkjEQRIECAAAECBAgQINAzgVEapJqQ4SvJ65OvJd9J2lVnXt6T1Cx3\ndSZmHKomXzgqOTE5MlmezDyTVPdHXZnUDHZHJ5cligABAgQIECBAgACBHgqM0iAVz1uSxyc1\nK13N+vbT5Ibk/klN0lBna+o+pc8n41QXZmf2n9qhOmu0abJ+8otkRaIIECBAgAABAgQIECCw\nZNQGqWZ4e0zywaTu2akzMk39ZxZelnygWTGmj8uyX5W6/6qmNa3L6m5KFAECBAgQIECAAAEC\nPRcYtUEqrpoZ7qlJNRi/l9QldRckdX9PXdI2jrVTduqg5JnJlgN2sM4wnZK8IfnlgNetIkCA\nAAECBAgQIECgBwLzaZAalprVbp3k18nlyUbJOJ6JOSz7Vb/ZVHVp8s3kmqQmnKhL7WqShm2T\nA5N9k4OT4xNFgAABAgQI9EPgvhnmvTo41PoP1xcldR+5IkBgSIH5NEjVTLw9+ZOkpsc+PanL\n7T6WnJu8Obk1GYfaLztRzVFNGnFoclYyqJppvmuihuOSi5MzE0WAAAECBAh0W6D+Fqr/gFr/\n0beL9YoM6r1dHJgxEVhTAqM2SDUVdjUZWyQ1QUPNXNdUNRnVhOyT7JLUmaXFrtqXunyuHmdr\n2uq/sJyW7JVckhyQaJCCoAgQIECAQMcF6m+hdQ499NAlD37wgzs11L/5m7/59RVXXLFBpwZl\nMAQWQGDUBuld2af6P7Q6Y3R68tlky6SqLk+rszXVJL0gOSZZ7NoxO1CX1M3WHLX38do8qYko\ntmmvtEyAAAECBAh0W2DTTTddcu9711X33ally5bVfwBWBAiMKFATLYxST87GdZq2mqOZVde3\nVoNU02bvNvPFRXp+Vb5352TY0+abZ9tqqs5LFAECBAgQIECAAAECPRMYpUHaJDbVQJw/i9Ht\nee3cqe1m2WzBXjo237R98plk5g/EtndiaZ7UWbG6V6kuGzwhUQQIECBAgAABAgQI9ExglEvs\nro/Nz5PHJP+0Cqdqoh6RvG8Vry/06pqNrn689ohk7+SK5PLk6qTGU/tb59O3S7ZO6jeRDknO\nSBQBAgQIECBAgAABAj0TGKVBKpqTk5ckP04+nLRrszz5cFJTZ38lGYeqa2+PSk5MjkyWJzPP\nJN2cdVcmNYPd0clliSJAgAABAgQIECBAoIcCozZIr4nRU5J3J9Vw3JLUvUd1SVpdolZnYz6c\nnJqMU9VMdvtP7VCdNaombv3kF8mKZHXXtvnALyfrDPnB6w25nc0IECBAgAABAgQIEFiDAqM2\nSNdlXx6dHJG8KKlmo+pZyTXJwcn/Tca5lmXnKnX/1cZJXVZ3U7I6qy5FfEuy7pAf+qBs9/oh\nt7UZAQIECBAgQIAAAQJrSGDUBql241fJy5ODkrp3577JxUldpjautVN2rPb3mcmWA3ayzjCd\nkrwh+eWA10dddVve8NER3vTYbKtBGgHMpgQIECBAgAABAgTWhMCoDdJ7sxN1Wd3/SurMSzUW\nlXGuw7JzNf141aVJ/S5Sne26MalL7eqywG2TA5P6Lac6C3Z8oggQIECAAAECBAgQ6JnAKA1S\n3SfzguTy5LUT4rRf9rOao5q+u37A9qxkUDXTfNdEDcclFydnJooAAQIECBAgQIAAgR4JjPI7\nSHXZ2A1J/U5QNRSTUPtkJ+sMVz2uqjmqcdRsd6cleyU1xgMSRYAAAQIECBAgQIBAzwRGaZCq\niXj2lM9JefzD5MHJJgNSZ5vGoXbMTnwzuXXInbk2252TbDPk9jYjQIAAAQIECBAgQKBDAqNc\nYlfDfntSZ5CeMZU8DKy6rO2NA19Z2JVX5et2Tmq67duH+OrNs001VccMsa1NCBAgQIAAAQKd\nEFi2bNkJye91YjAzBnHbbbe9Kas+MWO1pwRWKTBXg7R93nlR0pyBOS/LdZZlrjp/rg0W6PVj\n8z0fSz6THJl8OxlUdcng45OmAazfdVIECBAgQIAAgV4I3HXXXXstX758g223rXmrulMnn3zy\nHVdddVX9RI0GqTuHdY2PZK4Gqe7bqQbjwKk9OXfq+demno/7w/HZwa2SI5K9kyuSy5Ork+uT\nujzw3sl2ydZJzcx3SHJGoggQIECAAAECvRH4/d///SWVLtX3v//9O9MgdWlIxrIAArM1SHVZ\n2rpJ+3eD/jLP66zM15JJqLpv6qjkxKTOIC1Pdk3adXOeXJm8Izk6uSxRBAgQIECAAAECBAj0\nUGC2Bqnu2Tk7eVryyeTHyWZJNRn1g6qzVc0IVxmXujA7sv/UztRZo/r9o/WTXyQrEkWAAAEC\nBAgQIECAAIElszVIxVONUDVHz5lKHpY8aSq1vKqqSRrGqUFq72ddWldRBAgQIECAAAECBAgQ\nmCYwV4NUP7Bad+vVdN519ui45MvJR5PZqs7YKAIECBAgQIAAAQIECEyUwFwNUg2mLkGryRqq\n6rF+V+jUeqIIECBAgAABAgQIECDQJYFhGqT2eJ/efmKZAAECBAgQIECAAAECXRIYtUGatLG/\nNDtckzKMWmfmDXWmTBEgQIAAAQIECBAg0COBrjdIf5Fj+ah5HM835j0apHnAeQsBAgQIECBA\nYEIF6j+sP2JC932u3f6XbOAWmbmUpl7veoP01Izzs8ljk/otpA8mw9T5w2xkGwIECBAgQIAA\ngW4IrLvuuodtndpyyy1XdmNEvxnFRRddtOzqq6+un7jRIA15YLveIP08Dn+QfD2pZqmmH/9B\noggQIECAAAECBAi0BZY+4xnPWLbnnnsua6+c9OWjjz56yVe/+tWlkz6Ohdz/tRbyyxbpu27N\n97546rvfvUj74GsJECBAgAABAgQIEJgAgfmcQbpXxrVzcv9kVR322Xnth8m41LnZkdcnL0h2\nSH6UKAIECBAgQIAAAQIECEwTGLVBekLe/alkq2mf8ttP6lK2cWqQag/fMZVaVgQIECBAgAAB\nAgQIEPgtgVEbpGPyCdUc1WQH1QBdnwyqOoOkCBAgQIAAAQIECBAgMFECozRIG2dkD0uOTZp7\neiZqsHaWAAECBAgQIECAAAECswmMMknDTfmga5JfzvaBXiNAgAABAgQIECBAgMCkCozSIN2V\nQX4+eX6yzqQO2H4TIECAAAECBAgQIEBgVQKjXGJXn/HnyZeTU5J/Si5N7kxm1iVZUa8pAgQI\nECBAgAABAgQITIzAqA3S5hlZvWe3ZPkso6xZ7N44y+teIkCAAAECBAgQIECAwNgJjNogfTgj\nqOaoflfoG0ndkzSoThu00joCBAgQIECAAAECBAiMs8AoDdK6Gcjjkm8mu4/zoOwbAQIECBAg\nQIAAAQIE5iMwyiQNK/MFdb/Rv87ni7yHAAECBAgQIECAAAEC4y4wSoN0Rwbz9WTPZJT3jbuB\n/SNAgAABAgQIECBAgMDdAqNcYldvqFns6t6jmu773clFyaDfRbo5629JFAECBAgQIECAAAEC\nBCZGYNQG6ZMZWc1k99SprGqgZrFblYz1BAgQIECAAAECBAiMrcCoDdIPM5KfDzGanw6xjU0I\nECBAgAABAgQIECAwVgKjNkh1iZ0iQIAAAQIECBAgQIBAJwVMttDJw2pQBAgQIECAAAECBAjM\nR+CeNEgb5At3SHad+uKN5rMD3kOAAAECBAgQIECAAIFxEZhPg7Rtdv5TyU3JOcnbk6qPJUck\n69UTRYAAAQIECBAgQIAAgUkTGPUepK0zwLOSLZKaiGHDpKmlWTg02SfZJfl1oggQIECAAAEC\nBAgQIDAxAqOeQXpXRlaX1u2RPDypZqmpfbNwZPKI5AXNSo8ECBAgQIAAAQIECBCYFIFRG6Qn\nZ2DvTU4fMMA7s65+/2hFstuA160iQIAAAQIECBAgQIDAWAuM0iBtkpHUj8SeP8uIbs9r505t\nN8tmXiJAgAABAgQIECBAgMD4CYzSIF2f3a8fiX3MLMOoJqousTtvlm28RIAAAQIECBAgQIAA\ngbEUGKVBqgGcnLwkeUWycdKuzfLkI8mmyVfaL1gmQIAAAQIECBAgQIDAJAiM2iC9JoO6Mnl3\nckWye/Kg5ITkguRZyYeTUxNFgAABAgQIECBAgACBiRIYtUG6LqN7dHJMsn5yn+R+STVGVQcn\ndYZJESBAgAABAgQIECBAYOIERv0dpDpbVLPUvTw5KNkuuW9ycVJnlqrhqinAa5uzE0WAAAEC\nBAgQIECAAIGJERj1DNIpGVndf1RV03pfmJyZVHNUtV7yteTARBEgQIAAAQIECBAgQGCiBOY6\ng/TQjGZ5a0T3ynJdYvfi1rpmsZqtR009uaZZ6ZEAAQIECBAgQIAAAQKTIjBXg/SfGcibk61b\nA3pmliurqpvywudW9aL1BAgQIECAAAECBAgQGFeBuRqk+u2jZyQPnxrAO/P4jWRQA7Qy629O\nzkouTRQBAgQIECBAgAABAgQmSmCuBqkGUw1PpWqX5LTks/VEESBAgAABAgQIECBAoEsCwzRI\n7fG+qv3EMgECBAgQIECAAAECBLokMFeDtHkGu05yTXJHskWyLJmr6j6kiiJAgAABAgQIECBA\ngMDECMw1zfdXM5KaqKGZne67U89r3Wx5bV5XBAgQIECAAAECBAgQmCiBuc4g1e8e/Xty7dSo\nTs7jVlPLsz38ZLYXvUaAAAECBAgQIECAAIFxFJirQZp5JuigcRyEfSJAgAABAgQIECBAgMDq\nEJjrErvV8R0+gwABAgQIECBAgAABAhMhoEGaiMNkJwkQIECAAAECBAgQWAgBDdJCKPsOAgQI\nECBAgAABAgQmQkCDNBGHyU4SIECAAAECBAgQILAQAhqkhVD2HQQIECBAgAABAgQITISABmki\nDpOdJECAAAECBAgQIEBgIQQ0SAuh7DsIECBAgAABAgQIEJgIAQ3SRBwmO0mAAAECBAgQIECA\nwEIIaJAWQtl3ECBAgAABAgQIECAwEQIapIk4THaSAAECBAgQIECAAIGFENAgLYSy7yBAgAAB\nAgQIECBAYCIENEgTcZjsJAECBAgQIECAAAECCyGgQVoIZd9BgAABAgQIECBAgMBECGiQJuIw\n2UkCBAgQIECAAAECBBZCQIO0EMq+gwABAgQIECBAgACBiRDQIE3EYbKTBAgQIECAAAECBAgs\nhIAGaSGUfQcBAgQIECBAgAABAhMhoEGaiMNkJwkQIECAAAECBAgQWAgBDdJCKPsOAgQIECBA\ngAABAgQmQkCDNBGHyU4SIECAAAECBAgQILAQAhqkhVD2HQQIECBAgAABAgQITISABmkiDpOd\nJECAAAECBAgQIEBgIQQ0SAuh7DsIECBAgAABAgQIEJgIAQ3SRBwmO0mAAAECBAgQIECAwEII\naJAWQtl3ECBAgAABAgQIECAwEQIapIk4THaSAAECBAgQIECAAIGFENAgLYSy7yBAgAABAgQI\nECBAYCIENEgTcZjsJAECBAgQIECAAAECCyGgQVoIZd9BgAABAgQIECBAgMBECGiQJuIw2UkC\nBAgQIECAAAECBBZCQIO0EMq+gwABAgQIECBAgACBiRDQIE3EYbKTBAgQIECAAAECBAgshIAG\naSGUfQcBAgQIECBAgAABAhMhoEGaiMNkJwkQIECAAAECBAgQWAgBDdJCKPsOAgQIECBAgAAB\nAgQmQkCDNBGHyU4SIECAAAECBAgQILAQAhqkhVD2HQQIECBAgAABAgQITISABmkiDpOdJECA\nAAECBAgQIEBgIQQ0SAuh7DsIECBAgAABAgQIEJgIAQ3SRBwmO0mAAAECBAgQIECAwEIIrL0Q\nXzJm37F59mfTZL3kxuS65KZEESBAgAABAgQIECDQc4G+nEHaKcf5A8kvkmuSi5LzksuTapIu\nSI5JtkwUAQIECBAgQIAAAQI9FejDGaTDcmwPnzq+l+bxm0k1SdUY1ZmkeyfbJgcm+yYHJ8cn\nigABAgQIECBAgACBngl0vUHaL8ezmqMvJYcmZyWDamlW7pG8IzkuuTg5M1EECBAgQIAAAQIE\nCPRIoOuX2O2TY3lhUo+rao7qcN+VnJbsldyQHJAoAgQIECBAgAABAgR6JtD1BmnHHM+6pO7W\nIY/rtdnunGSbIbe3GQECBAgQIECAAAECHRLoeoN0VY7Vzsk6Qx6zmuGumqqawEERIECAAAEC\nBAgQINAzga43SMfmeG6ffCbZdZZj29yDVPcqbZicMMu2XiJAgAABAgQIECBAoKMCXZ+koWaj\n2yo5Itk7uSK5PLk6uT7ZJKlZ7LZLtk7uSA5JzkgUAQIECBAgQIAAAQI9E+h6g1STLxyVnJgc\nmSxPZp5JujnrrkxqBrujk8sSRYAAAQIECBAgQIBADwW63iA1h7Rmstt/6kmdNarfP1o/qR+O\nXZEoAgQIECBAgAABAgQILOn6PUiDDvGyrKzU2DdONkoUAQIECBAgQIAAAQIEetMg7ZRj/YGk\nzhhdk1yU1Ex1dT/SjckFyTHJlokiQIAAAQIECBAgQKCnAn24xO6wHNvDp47vpXms30WqJqka\no7rUriZp2DY5MNk3OTipyR0UAQIECBAgQIAAAQI9E+h6g7Rfjmc1RzV996HJWcmgaqb5roka\njksuTs5M7knVpXvD+rrM755Iey8BAgQIECBAgACB1SQw7B/wq+nrFvxj9sk31gQN9XjrLN9e\ns92dluyVXJIckNyTBukhef/Pkmq8FAECBAgQIECAAAECEyLQ9QZpxxyHuqRutuaofaiuzZNz\nkm3aK+ex/B95zyOTdYd8b+3nsUNuazMCBAgQIECAAAECBNaQQNcbpKvitnOyTnL7EIabZ5tq\nVmrChntaPxnhAzYYYVubEiBAgAABAgQIECCwhgS6Ps13nZXZPvlMMvMHYtukdSncHkndq7Rh\nckKiCBAgQIAAAQIECBDomUDXzyAdn+O5VXJEsndyRXJ5cnVyfbJJUrPYbZdsndyRHJKckSgC\nBAgQIECAAAECBHom0PUGqSZfOCo5MTkyWZ7MPJN0c9ZdmdQMdkcnlyWKAAECBAgQIECAAIEe\nCnS9QWoOac1kt//UkzprVL9/tH5SPxy7IlEECBAgQIAAAQIECBAY+nd6ukRVl9ZVqurSujqj\nVI3S+cktiSJAgAABAgQIECBAoKcCXZ+k4WU5rnUf0sxZ4nbIuu8mFydfTn6Q1Ix3r0uWJYoA\nAQIECBAgQIAAgR4KdL1BqrNDdWld+/eIHpDn30h2Sb6XHJN8PLkxeWvytkQRIECAAAECBAgQ\nINBDgb7cg9Q+tNUE1T1If5m8p/VCTe/9j8mrky8mpySKAAECBAgQIECAAIEeCXT9DNKgQ7l7\nVn4naTdHtV3NZveSpKYAf1KiCBAgQIAAAQIECBDomUAfG6Saxe5HqzjONUnDeckjV/G61QQI\nECBAgAABAgQIdFigjw3S93M8a5KGQbVFVj4mqQkbFAECBAgQIECAAAECPRPoS4NUl9Qdl7wm\nOTOpCRqembRr2zypy+5qQoevt1+wTIAAAQIECBAgQIBAPwS6PklDTbawWfKo5LlTycPdVc3Q\nSVPLT8/jCUl5VANVs9opAgQIECBAgAABAgR6JtD1BunTOZ6Vqpq5rhqlJktr5VTVbx/V/UfV\nGNUsdncligABAgQIECBAgACBngl0vUFqH84VeVKXzg26fO4rWV/3H92eKAIECBAgQIAAAQIE\neirQpwZptkNcZ48UAQIECBAgQIAAAQI9F+jLJA09P8yGT4AAAQIECBAgQIDAMAIapGGUbEOA\nAAECBAgQIECAQC8ENEi9OMwGSYAAAQIECBAgQIDAMAIapGGUbEOAAAECBAgQIECAQC8ENEi9\nOMwGSYAAAQIECBAgQIDAMAIapGGUbEOAAAECBAgQIECAQC8ENEi9OMwGSYAAAQIECBAgQIDA\nMAIapGGUbEOAAAECBAgQIECAQC8ENEi9OMwGSYAAAQIECBAgQIDAMAIapGGUbEOAAAECBAgQ\nIECAQC8ENEi9OMwGSYAAAQIECBAgQIDAMAIapGGUbEOAAAECBAgQIECAQC8ENEi9OMwGSYAA\nAQIECBAgQIDAMAIapGGUbEOAAAECBAgQIECAQC8ENEi9OMwGSYAAAQIECBAgQIDAMAIapGGU\nbEOAAAECBAgQIECAQC8ENEi9OMwGSYAAAQIECBAgQIDAMAIapGGUbEOAAAECBAgQIECAQC8E\nNEi9OMwGSYAAAQIECBAgQIDAMAIapGGUbEOAAAECBAgQIECAQC8ENEi9OMwGSYAAAQIECBAg\nQIDAMAIapGGUbEOAAAECBAgQIECAQC8ENEi9OMwGSYAAAQIECBAgQIDAMAIapGGUbEOAAAEC\nBAgQIECAQC8ENEi9OMwGSYAAAQIECBAgQIDAMAIapGGUbEOAAAECBAgQIECAQC8ENEi9OMwG\nSYAAAQIECBAgQIDAMAIapGGUbEOAAAECBAgQIECAQC8ENEi9OMwGSYAAAQIECBAgQIDAMAIa\npGGUbEOAAAECBAgQIECAQC8ENEi9OMwGSYAAAQIECBAgQIDAMAIapGGUbEOAAAECBAgQIECA\nQC8ENEi9OMwGSYAAAQIECBAgQIDAMAIapGGUbEOAAAECBAgQIECAQC8ENEi9OMwGSYAAAQIE\nCBAgQIDAMAIapGGUbEOAAAECBAgQIECAQC8ENEi9OMwGSYAAAQIECBAgQIDAMAIapGGUbEOA\nAAECBAgQIECAQC8ENEi9OMwGSYAAAQIECBAgQIDAMAIapGGUbEOAAAECBAgQIECAQC8ENEi9\nOMwGSYAAAQIECBAgQIDAMAIapGGUbEOAAAECBAgQIECAQC8ENEi9OMwGSYAAAQIECBAgQIDA\nMAIapGGUbEOAAAECBAgQIECAQC8ENEi9OMwGSYAAAQIECBAgQIDAMAIapGGUbEOAAAECBAgQ\nIECAQC8ENEi9OMwGSYAAAQIECBAgQIDAMAIapGGUbEOAAAECBAgQIECAQC8ENEi9OMwGSYAA\nAQIECBAgQIDAMAIapGGUbEOAAAECBAgQIECAQC8ENEi9OMwGSYAAAQIECBAgQIDAMAIapGGU\nbEOAAAECBAgQIECAQC8ENEi9OMwGSYAAAQIECBAgQIDAMAIapGGUbEOAAAECBAgQIECAQC8E\nNEi9OMwGSYAAAQIECBAgQIDAMAIapGGUbEOAAAECBAgQIECAQC8ENEi9OMwGSYAAAQIECBAg\nQIDAMAIapGGUbEOAAAECBAgQIECAQC8ENEi9OMwGSYAAAQIECBAgQIDAMAIapGGUbEOAAAEC\nBAgQIECAQC8ENEi9OMwGSYDA/2vvTeAtK8p7bZlHmQcVlI4ogniZkZmGBAHFAIqYoCgICCh8\noOAUh6TBi2gQA0kckFkIICAKGhBBaeZRZhEE0o2MAmEGQYHc52l2mXK59+nTmPvds9b6v7/f\nv9eqqnVO1/ustarqraq9TwiEQAiEQAiEQAiEwHgIJEAaD6VcEwIhEAIhEAIhEAIhEAIh0AsC\nCZB6cZvjZAiEQAiEQAiEQAiEQAiEwHgIJEAaD6VcEwIhEAIhEAIhEAIhEAIh0AsCCZB6cZvj\nZAiEQAiEQAiEQAiEQAiEwHgIJEAaD6VcEwIhEAIhEAIhEAIhEAIh0AsCCZB6cZvjZAiEQAiE\nQAiEQAiEQAiEwHgIJEAaD6VcEwIhEAIhEAIhEAIhEAIh0AsCCZB6cZvjZAiEQAiEQAiEQAiE\nQAiEwHgIJEAaD6VcEwIhEAIhEAIhEAIhEAIh0AsCCZB6cZvjZAiEQAiEQAiEQAiEQAiEwHgI\nJEAaD6VcEwIhEAIhEAIhEAIhEAIh0AsCCZB6cZvjZAiEQAiEQAiEQAiEQAiEwHgIJEAaD6Vc\nEwIhEAIhEAIhEAIhEAIh0AsCCZB6cZvjZAiEQAiEQAiEQAiEQAiEwHgIJEAaD6VcEwIhEAI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3ew8kk1MHafN+ir6MDBJtG+w3YiEQAj0jMJ4gqY1IlqLStyA7AWeE7kM2fD9C9cxo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\nAiEQAiEQAiEQAiEQAiEQAj0j8H8AymEWjbGGuBoAAAAASUVORK5CYII=",
      "text/plain": [
       "Plot with title “Item Frequency”"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      },
      "text/plain": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "frequentItems <- eclat (Groceries, parameter = list(supp = 0.07, maxlen = 15)) # calculates support for frequent items\n",
    "inspect(frequentItems)\n",
    "#>    items                         support   \n",
    "#> 1  {other vegetables,whole milk} 0.07483477\n",
    "#> 2  {whole milk}                  0.25551601\n",
    "#> 3  {other vegetables}            0.19349263\n",
    "#> 4  {rolls/buns}                  0.18393493\n",
    "#> 5  {yogurt}                      0.13950178\n",
    "#> 6  {soda}                        0.17437722\n",
    "itemFrequencyPlot(Groceries, topN=10, type=\"absolute\", main=\"Item Frequency\") # plot frequent items"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Classification\n",
    "\n",
    "#### Decision tree \n",
    "\n",
    "It is a type of supervised learning algorithm that can be used in both regression and classification problems. \n",
    "* Root Node: represents the entire population or sample. It futher gets divied into two or more homogeneous sets. \n",
    "* Splitting: is a process of dividing a node into two or more sub-nodes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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gqkaU56ESBAgAABAgQIECAwAwEF0gwOsl0kQIAAAQIECBAgQGCagAJpmpNeBAgQ\nIECAAAECBAjMQECBNIODbBcJECBAgAABAgQIEJgmoECa5qQXAQIECBAgQIAAAQIzEFAgzeAg\n20UCBAgQIECAAAECBKYJKJCmOelFgAABAgQIECBAgMAMBBRIMzjIdpEAAQIECBAgQIAAgWkC\nCqRpTnoRIECAAAECBAgQIDADAQXSDA6yXSRAgAABAgQIECBAYJqAAmmak14ECBAgQIAAAQIE\nCMxAQIE0g4NsFwkQIECAAAECBAgQmCagQJrmpBcBAgQIECBAgAABAjMQUCDN4CDbRQIECBAg\nQIAAAQIEpgkokKY56UWAAAECBAgQIECAwAwEFEgzOMh2kQABAgQIECBAgACBaQIKpGlOehEg\nQIAAAQIECBAgMAMBBdIMDrJdJECAAAECBAgQIEBgmoACaZqTXgQIECBAgAABAgQIzEBAgTSD\ng2wXCRAgQIAAAQIECBCYJqBAmuakFwECBAgQIECAAAECMxBQIM3gINtFAgQIECBAgAABAgSm\nCSiQpjnpRYAAAQIECBAgQIDADAQUSDM4yHaRAAECBAgQIECAAIFpAgqkaU56ESBAgAABAgQI\nECAwAwEF0gwOsl0kQIAAAQIECBAgQGCagAJpmpNeBAgQIECAAAECBAjMQECBNIODbBcJECBA\ngAABAgQIEJgmoECa5qQXAQIECBAgQIAAAQIzEFAgzeAg20UCBAgQIECAAAECBKYJKJCmOelF\ngAABAgQIECBAgMAMBBRIMzjIdpEAAQIECBAgQIAAgWkCCqRpTnoRIECAAAECBAgQIDADAQXS\nDA6yXSRAgAABAgQIECBAYJqAAmmak14ECBAgQIAAAQIECMxAQIE0g4NsFwkQIECAAAECBAgQ\nmCagQJrmpBcBAgQIECBAgAABAjMQUCDN4CDbRQIECBAgQIAAAQIEpgkokKY56UWAAAECBAgQ\nIECAwAwEFEgzOMh2kQABAgQIECBAgACBaQIKpGlOehEgQIAAAQIECBAgMAMBBdIMDrJdJECA\nAAECBAgQIEBgmoACaZqTXgQIECBAgAABAgQIzEBAgTSDg2wXCRAgQIAAAQIECBCYJqBAmuak\nFwECBAgQIECAAAECMxBQIM3gINtFAgQIECBAgAABAgSmCSiQpjnpRYAAAQIECBAgQIDADAQU\nSDM4yHaRAAECBAgQIECAAIFpAgqkaU56ESBAgAABAgQIECAwAwEF0gwOsl0kQIAAAQIECBAg\nQGCagAJpmpNeBAgQIECAAAECBAjMQECBNIODbBcJECBAgAABAgQIEJgmoECa5qQXAQIECBAg\nQIAAAQIzEFAgzeAg20UCBAgQIECAAAECBKYJKJCmOelFgAABAgQIECBAgMAMBBRIMzjIdpEA\nAQIECBAgQIAAgWkCCqRpTnoRIECAAAECBAgQIDADAQXSDA6yXSRAgAABAgQIECBAYJqAAmma\nk14ECBAgQIAAAQIECMxAQIE0g4NsFwkQIECAAAECBAgQmCagQJrmpBcBAgQIECBAgAABAjMQ\nUCDN4CDbRQIECBAgQIAAAQIEpgkokKY56UWAAAECBAgQIECAwAwEFEgzOMh2kQABAgQIECBA\ngACBaQIKpGlOehEgQIAAAQIECBAgMAMBBdIMDrJdJECAAAECBAgQIEBgmoACaZqTXgQIECBA\ngAABAgQIzEBAgTSDg2wXCRAgQIAAAQIECBCYJqBAmuakFwECBAgQIECAAAECMxBQIM3gINtF\nAgQIECBAgAABAgSmCSiQpjnpRYAAAQIECBAgQIDADAQUSDM4yHaRAAECBAgQIECAAIFpAgqk\naU56ESBAgAABAgQIECAwAwEF0gwOsl0kQIAAAQIECBAgQGCagAJpmpNeBAgQIECAAAECBAjM\nQECBNIODbBcJECBAgAABAgQIEJgmoECa5qQXAQIECBAgQIAAAQIzEFAgzeAg20UCBAgQIECA\nAAECBKYJKJCmOelFgAABAgQIECBAgMAMBBRIMzjIdpEAAQIECBAgQIAAgWkCCqRpTnoRIECA\nAAECBAgQIDADAQXSDA6yXSRAgAABAgQIECBAYJqAAmmak14ECBAgQIAAAQIECMxAQIE0g4Ns\nFwkQIECAAAECBAgQmCagQJrmpBcBAgQIECBAgAABAjMQUCDN4CDbRQIECBAgQIAAAQIEpgko\nkKY56UWAAAECBAgQIECAwAwEFEgzOMh2kQABAgQIECBAgACBaQIKpGlOehEgQIAAAQIECBAg\nMAMBBdIMDrJdJECAAAECBAgQIEBgmoACaZqTXgQIECBAgAABAgQIzEBAgTSDg2wXCRAgQIAA\nAQIECBCYJqBAmuakFwECBAgQIECAAAECMxBQIM3gINtFAgQIECBAgAABAgSmCSiQpjnpRYAA\nAQIECBAgQIDADAQUSDM4yHaRAAECBAgQIECAAIFpAgqkaU56ESBAgAABAgQIECAwAwEF0gwO\nsl0kQIAAAQIECBAgQGCagAJpmpNeBAgQIECAAAECBAjMQECBNIODbBcJECBAgAABAgQIEJgm\noECa5qQXAQIECBAgQIAAAQIzEFAgzeAg20UCBAgQIECAAAECBKYJKJCmOelFgAABAgQIECBA\ngMAMBBRIMzjIdpEAAQIECBAgQIAAgWkCCqRpTnoRIECAAAECBAgQIDADAQXSDA6yXSRAgAAB\nAgQIECBAYJqAAmmak14ECBAgQIAAAQIECMxAQIE0g4NsFwkQIECAAAECBAgQmCagQJrmpBcB\nAgQIECBAgAABAjMQUCDN4CDbRQIECBAgQIAAAQIEpgkokKY56UWAAAECBAgQIECAwAwEFEgz\nOMh2kQABAgQIECBAgACBaQIKpGlOehEgQIAAAQIECBAgMAMBBdIMDrJdJECAAAECBAgQIEBg\nmoACaZqTXgQIECBAgAABAgQIzEBAgTSDg2wXCRAgQIAAAQIECBCYJqBAmuakFwECBAgQIECA\nAAECMxBQIM3gINtFAgQIECBAgAABAgSmCSiQpjnpRYAAAQIECBAgQIDADAQUSDM4yHaRAAEC\nBAgQIECAAIFpAgqkaU56ESBAgAABAgQIECAwAwEF0gwOsl0kQIAAAQIECBAgQGCagAJpmpNe\nBAgQIECAAAECBAjMQECBNIODbBcJECBAgAABAgQIEJgmoECa5qQXAQIECBAgQIAAAQIzEFAg\nzeAg20UCBAgQIECAAAECBKYJKJCmOelFgAABAgQIECBAgMAMBBRIMzjIdpEAAQIECBAgQIAA\ngWkCCqRpTnoRIECAAAECBAgQIDADAQXSDA6yXSRAgAABAgQIECBAYJqAAmmak14ECBAgQIAA\nAQIECMxAQIE0g4NsFwkQIECAAAECBAgQmCagQJrmpBcBAgQIECBAgAABAjMQUCDN4CDbRQIE\nCBAgQIAAAQIEpgkokKY56UWAAAECBAgQIECAwAwEFEgzOMh2kQABAgQIECBAgACBaQIKpGlO\nehEgQIAAAQIECBAgMAMBBdIMDrJdJECAAAECBAgQIEBgmoACaZqTXgQIECBAgAABAgQIzEBA\ngTSDg2wXCRAgQIAAAQIECBCYJqBAmuakFwECBAgQIECAAAECMxBQIM3gINtFAgQIECBAgAAB\nAgSmCSiQpjnpRYAAAQIECBAgQIDADAQUSDM4yHaRAAECBAgQIECAAIFpAgqkaU56ESBAgAAB\nAgQIECAwAwEF0gwOsl0kQIAAAQIECBAgQGCagAJpmpNeBAgQIECAAAECBAjMQECBNIODbBcJ\nECBAgAABAgQIEJgmoECa5qQXAQIECBAgQIAAAQIzEFAgzeAg20UCBAgQIECAAAECBKYJKJCm\nOelFgAABAgQIECBAgMAMBBRIMzjIdpEAAQIECBAgQIAAgWkCCqRpTnoRIECAAAECBAgQIDAD\nAQXSDA6yXSRAgAABAgQIECBAYJqAAmmak14ECBAgQIAAAQIECMxAQIE0g4NsFwkQIECAAAEC\nBAgQmCagQJrmpBcBAgQIECBAgAABAjMQUCDN4CDbRQIECBAgQIAAAQIEpgkokKY56UWAAAEC\nBAgQIECAwAwEFEgzOMh2kQABAgQIECBAgACBaQIKpGlOehEgQIAAAQIECBAgMAMBBdIMDrJd\nJECAAAECBAgQIEBgmoACaZqTXgQIECBAgAABAgQIzEBAgTSDg2wXCRAgQIAAAQIECBCYJqBA\nmuakFwECBAgQIECAAAECMxBQIM3gINtFAgQIECBAgAABAgSmCSiQpjnpRYAAAQIECBAgQIDA\nDAQUSDM4yHaRAAECBAgQIECAAIFpAgqkaU56ESBAgAABAgQIECAwAwEF0gwOsl0kQIAAAQIE\nCBAgQGCagAJpmpNeBAgQIECAAAECBAjMQECBNIODbBcJECBAgAABAgQIEJgmoECa5qQXAQIE\nCBAgQIAAAQIzEFAgzeAg20UCBAgQIECAAAECBKYJKJCmOelFgAABAgQIECBAgMAMBBRIMzjI\ndpEAAQIECBAgQIAAgWkCCqRpTnoRIECAAAECBAgQIDADAQXSDA6yXSRAgAABAgQIECBAYJqA\nAmmak14ECBAgQIAAAQIECMxAQIE0g4NsFwkQIECAAAECBAgQmCagQJrmpBcBAgQIECBAgAAB\nAjMQUCDN4CDbRQIECBAgQIAAAQIEpgkokKY56UWAAAECBAgQIECAwAwEFEgzOMh2kQABAgQI\nECBAgACBaQIKpGlOehEgQIAAAQIECBAgMAMBBdIMDrJdJECAAAECBAgQIEBgmoACaZqTXgQI\nECBAgAABAgQIzEBAgTSDg2wXCRAgQIAAAQIECBCYJqBAmuakFwECBAgQIECAAAECMxBQIM3g\nINtFAgQIECBAgAABAgSmCSiQpjnpRYAAAQIECBAgQIDADAQUSDM4yHaRAAECBAgQIECAAIFp\nAgqkaU56ESBAgAABAgQIECAwAwEF0gwOsl0kQIAAAQIECBAgQGCagAJpmpNeBAgQIECAAAEC\nBAjMQECBNIODbBcJECBAgAABAgQIEJgmoECa5qQXAQIECBAgQIAAAQIzEFAgzeAg20UCBAgQ\nIECAAAECBKYJKJCmOelFgAABAgQIECBAgMAMBBRIMzjIdpEAAQIECBAgQIAAgWkCCqRpTnoR\nIECAAAECBAgQIDADAQXSDA6yXSRAgAABAgQIECBAYJqAAmmak14ECBAgQIAAAQIECMxAQIE0\ng4NsFwkQIECAAAECBAgQmCagQJrmpBcBAgQIECBAgAABAjMQUCDN4CDbRQIECBAgQIAAAQIE\npgkokKY56UWAAAECBAgQIECAwAwEFEgzOMh2kQABAgQIECBAgACBaQIKpGlOehEgQIAAAQIE\nCBAgMAMBBdIMDrJdJECAAAECBAgQIEBgmoACaZqTXgQIECBAgAABAgQIzEBAgTSDg2wXCRAg\nQIAAAQIECBCYJqBAmuakFwECBAgQIECAAAECMxBQIM3gINtFAgQIECBAgAABAgSmCSiQpjnp\nRYAAAQIECBAgQIDADAQUSDM4yHaRAAECBAgQIECAAIFpAgqkaU56ESBAgAABAgQIECAwAwEF\n0gwOsl0kQIAAAQIECBAgQGCagAJpmpNeBAgQIECAAAECBAjMQECBNIODbBcJECBAgAABAgQI\nEJgmoECa5qQXAQIECBAgQIAAAQIzEFAgzeAg20UCBAgQIECAAAECBKYJKJCmOelFgAABAgQI\nECBAgMAMBBRIMzjIdpEAAQIECBAgQIAAgWkCCqRpTnoRIECAAAECBAgQIDADAQXSDA6yXSRA\ngAABAgQIECBAYJqAAmmak14ECBAgQIAAAQIECMxAQIE0g4NsFwkQIECAAAECBAgQmCagQJrm\npBcBAgQIECBAgAABAjMQUCDN4CDbRQIECBAgQIAAAQIEpgkokKY56UWAAAECBAgQIECAwAwE\nFEgzOMh2kQABAgQIECBAgACBaQIKpGlOehEgQIAAAQIECBAgMAMBBdIMDrJdJECAAAECBAgQ\nIEBgmoACaZqTXgQIECBAgAABAgQIzEBAgTSDg2wXCRAgQIAAAQIECBCYJqBAmuakFwECBAgQ\nIECAAAECMxBQIM3gINtFAgQIECBAgAABAgSmCSiQpjnpRYAAAQIECBAgQIDADAQUSDM4yHaR\nAAECBAgQIECAAIFpAgqkaU56ESBAgAABAgQIECAwAwEF0gwOsl0kQIAAAQIECBAgQGCagAJp\nmpNeBAgQIECAAAECBAjMQECBNIODbBcJECBAgAABAgQIEJgmoECa5qQXAQIECBAgQIAAAQIz\nEFAgzeAg20UCBAgQIECAAAECBKYJKJCmOelFgAABAgQIECBAgMAMBBRIMzjIdpEAAQIECBAg\nQIAAgWkCCqRpTnoRIECAAAECBAgQIDADAQXSDA6yXSRAgAABAgQIECBAYJqAAmmak14ECBAg\nQIAAAQIECMxAQIE0g4NsFwkQIECAAAECBAgQmCagQJrmpBcBAgQIECBAgAABAjMQUCDN4CDb\nRQIECBAgQIAAAQIEpgkokKY56UWAAAECBAgQIECAwAwEFEgzOMh2kQABAgQIECBAgACBaQIK\npGlOehEgQIAAAQIECBAgMAMBBdIMDrJdJECAAAECBAgQIEBgmoACaZqTXgQIECBAgAABAgQI\nzEBAgTSDg2wXCRAgQIAAAQIECBCYJqBAmuakFwECBAgQIECAAAECMxBQIM3gINtFAgQIECBA\ngAABAgSmCSiQpjnpRYAAAQIECBAgQIDADAQUSDM4yHaRAAECBAgQIECAAIFpAgqkaU56ESBA\ngAABAgQIECAwAwEF0gwOsl0kQIAAAQIECBAgQGCagAJpmpNeBAgQIECAAAECBAjMQECBNIOD\nbBcJECBAgAABAgQIEJgmoECa5qQXAQIECBAgQIAAAQIzEFAgzeAg20UCBAgQIECAAAECBKYJ\nKJCmOelFgAABAgQIECBAgMAMBBRIMzjIdpEAAQIECBAgQIAAgWkCCqRpTnoRIECAAAECBAgQ\nIDADgTPOYB/tIgECBAgQIECAwNYVOCSbduvF5r06wx9u3U2dtGWXT68rJZ9P3peckkxpN02n\n7yfvnNJ50efiGR64Sv/PZf6PVllmNgEC20BgR7bxv7fBdtpEAntD4Ny5k/5/OHxv3Jn7ILAb\nAn1s9jHax6pG4PQK3Dkr6OOp6fhWbB/NRt1/nQ07T5b/fTLsS4ffTe6XrNdaILb/69frOFp+\ngcVtxvc3Hr/cqK/RDQg4g7QBLF0JECBAgAABAgQ2XeBeWeN/JudKHpAcm2zH1u0+MnlO8lfJ\nzyWPTJ6d/Dh5brJSO39mPm+lBevMu9pi+Zsy/NAKfb+2wjyzCBDYRgI7sq391EMjQODUT+X7\n/8EZJI+GrSrgDNJWPTLbb7t6iViLh2ckLSz63NfL07ZK61nSRyQnJ2udQbpWlnfb35uM2yUz\n8ZPkn8Yzl8ZfmekvJb39Rs4gPWZxmyMy1DZRwBmkTcS0KgIECBAgQIAAgQ0J3DO9+6Nhr01+\nkNwn6VmkhyartUtnwa2SnqHp93Vek/xy0u/6dHzcLpuJfren3ws6MXlb8sFkvXbVdHhwctfk\nrMlXk7VaL6V7UvKOpU4nZLq54tL8YbKX33Xbj0penrRImtp6Bqn93zf1BvoRILC9BHZkczfy\npLC99s7WEtiYQD+x7P+Hwzd2M70J7DWBPjb7GO1jVSOwuwL9cYETkq8khyQHJf1hga8nLUpW\nas/KzD72WgwNZ11ekvFPJe9Oxq1nflp09QzOZ5P+YEHPVh2drPTDBj1xcMekRU7vo/37naIW\nY1O+g5RuP9Ounjm9z5f9zJIDDmjx9u3kmcmZk97n65Kp7T/Ssdt13uQuycOSWyRnSTQCBPYD\ngR3Zhz4xaAQIuMTOY2DrCyiQtv4x2g5beLNsZF/7/3y0sU9ZzLv3aN4wev/Fsr/J8GyLmTfM\n8POL+f+8mNfBLy3mvT3DC3dG2jmSFyW9z7snQ7tQRn43aXHWZV9Inpz08r+hbaRAavF1j+TF\nyTeTnrE6LBm3FmPvSbreFoMbLZB6mxZeX0x6H93uIR/P+HUSjQCBbS6wI9vf/9gaAQIKJI+B\nrS+gQNr6x2g7bOFQrFx7tLFXyHjfD/zLaN4wenJGPp0cMsxYDHvWp7cZF0gtPDrvmsm4tbDq\n5XAtqlrItJ2UtO/bk67r4GS5baRAakHW9Q1psbW8zidlXs+CDfu+0QLpeov19wzZo5IrJldK\nfj/pma9anSfRCBDYxgI7su19ItEIEFAgeQxsfQEF0tY/Rlt9C/uLdd9LPrzChr4r8/qeYCge\n2uWii3m9xG659WxMi4KhQOq6e/ueSeljdTkthLr8IknbvyedPjH5reT8yXLbSIF0ltz4Ykl/\nuOEvkxZC3c+zJ203SLq9j+/Eom20QLpAbnfnpGfQlttTM6P708JMI0BgGwvsyLb3P7NGgIAC\nyWNg6wsokLb+MdrqW/igbGBf9/sdnJ4VGme4ZOx5mT+022Sk/X97mLE07FmgoUBqYdW+6+WI\nxTpaYN0pOX5xm56VeWHSQmZoGymQhtsMw37/qNvyK0kv8/vP5H3JoUkvlWt6tqd93riYPlOG\nu9uunBt2Xa/e3RXM/XZ9QGgECBAgQIAAAQIE9qZAv2PUN/GvXQyX7/u2mdEzJA9P+qMNLaTa\nVrts7JxZ1u8QtX3/1MGun8x+2mJ8pcGHFjN7Nucli1wjw4ck/dGDuyYfSP4iOTDZ3fbc3PAO\nSYu8LyeXTNq+cergp/69eaa+kxybdBt2p/U+2lqAabshoEDaDTQ3IUCAAAECBAgQ2G2B/oR2\nC5G3J7+6ylpekPm/ntw9+dOkZ3DaetvldunMGC5f67JPJi2+zpe8OVlu182M/sDBt5YXZLpn\ndu6ZPCq5X/LA5NnJ15K1Wvs/LulZorcsdfzJYrpFXr/79Iyl5Z3se/Le12eSVybdjrXaw7Lw\nAckTkv4YxLhdYTHxsfFM4wQIbD+BHdnkPplpBAi4xM5jYOsLHJ5N7HP2ubf+ptrCLSjQgqeP\nn55FWq3tyIL2+Y9Rh79bzDtyNO+gjL90MX+4xK6LX7eYd+tOjNqVM/6D5APJ8g8njLqdNtrC\npUVcC5v7nzb3Z0d+KbO6vS//2UW7LnXrstutsGyYtdHvILUQ6zp7Fmx8dqvjw77fOOMaAQLb\nWGBHtr3/0TUCBBRIHgNbX0CBtPWP0VbdwkOyYV9Jvpecc42N7Bv94UzQTRb9LpfhF5IfJs9P\nnpy8J+klZX0P8a5kaJfPSO+jeXzSourRSdf5o+RayUZaz2Ddf40bdHtfk3Q73pD8WnL7ZChW\nWsSt1dYqkI7LDbveo0YraGHYM1Wd/9bkbkmX97477zmJRoDANhfYke3vf2iNAAEFksfA5gv0\njWjfPF1lk1atQNokyBmu5o7Z577e9zs/67X+IMNy34tm3ouTE5IvJT2rdKmk/foDB+PWS836\nR197OV2XNycld0822tYrkLq+Q5M/S1qADff3nYz/TrLe2aqNFkhZ5a4zuM/KcHx//5XpXu6n\nESCwHwjsyD70yUQjQECB5DGw+QJXyyr7HPsnm7TqPV0g9c1k3+TdaZO212r2D4FzrbIb58/8\nPr6PXWX5WTO//wcukfTMy+60KQXSsN6zZKT31zNeu3t/w7qmDFtc9cOPw6Z01md9gTOs30UP\nAgQIECBAgMBeFehZhj9Mxl+836sb4M62pEC/b/MfyZmWtu5hi+nxJXbjLt/NxPuTTyc9m7Sn\nWy/r6/19PNkb9/f93M+/Jycm2iYI9ItnGgECBAgQIECAAIGtLtDv4jwk+Yek499MbprcPWlx\n9LxEI3C6BRRIp5vQCggQIECAwD4VOF/u/WbJ5ZNzJZ9Mjk8+mKzUejnS/0oum/RT536xfPi7\nKRnd1fqF81sm10t6FqeXF7096Sfiy63vJW6T9JKiQ5J+cv6qpJ+ij9uOTPS+X5ZcI9mRXDBp\n/77Z7S+Ltd1okY7fIOn3K/rLYH0zrM1b4JHZ/Z6RuV/SH11o+3zSH0B4UPKtRCNAgMB+I7Aj\ne9LrhzUCBHwHyWNgukB/Nnj4Ba9vZLyX2vS5tG8iH50MrcVL578p+Wzyw+TkpPO+kLQoGVq/\n//PapMtanAz9WsD8ZtI2fAep6/3npH17//2CeMc/krTPuLUI6pvZhyf9uzCnJO3bvC85T9J2\nTDLM77B9W/xpBAaBPkYvlVxsmLEXhv2Q4P574X7cBQECBE4T2JGxvhBqBAgokDwGpgkcmm49\nq/KV5FpJvwx+tuT2SYuZfu9i+BnloUDq8+yLkvZr65mnryVfTPpF9rbfSNqv3wE6R9J2paTF\nTc8KnStp8dM+LWxajP160rNObf1kv9v0seRMydCOy0iLnS8lD0jOnVwo6eVSXddjk6HdNSOd\nd+9hhiGBfSygQNrHB8DdE5ijwI7sdF8MNQIEFEgeA9MErpdur0tWKiJ6iVufU38+aRsKpM9m\nvJfBjVt/La59+92OtqOTTt+kE6P2ixl/cNLL4lowtU/T+1puT8yMLht/4t4CaXlebzesq8uH\npkAaJLbWsI+Nnn2cY4aznnPc934QszfP1u3zR73vIO3zQ2ADCBAgQIDAbgm8O7fq94SG1suO\nLp20GGoR03bWUwen/fuKjPXs0rj1+z1/mPQsVNubk8clf5+8IOnldm9J3rBIBrsuuzsmwxYy\nXXZ4Mm69xK6t63z2rrH/+eed/zO6a+zExfShS/NNbj2Bi2ST3pY8bett2h7fou77l5MWSHNq\nPYv8d0nP+PYDllk0BdIsDrOdJECAAIH9VOAy2a9HJDuSjvd1vZ90D19WHy57y6xd7dPDyGh4\n0mK83+loa8Fzn+SPkgcu0qKq3196UtLvHLX1DVPb008drPhvt2m59XK+cfv+YuIM45nGt6zA\n57Nlb9yyW2fDNltg+H++2evd0uvrE6lGgAABAgQIbD+BK2STezamn/C+PunZnvcn702ekDwo\nWW5nWp6R6bMt5vUHFob23Iz0DNHNk1skt0pukxy5mH5bhkNh07NIJycrtV6as9xawGkECBDY\nsgIKpC17aGwYAQIECBBYU+ChWdpPd++RPD8Zt8stJg4az8z4ZZamO9nvALV98tTBrj69/WuS\n/oBC0/aY5CnJXZK3JR9P2loE9bK8cTtXJnp53fLZonEf4wQIENiSAk5nb8nDYqMIECBAgMC6\nApdc9DhhqefVM339xbx+L2ncbp+J5S9bPzrz+uMJL110fFqGr056xmjc3reY6K/jtfU7Sr1d\nv6+0XIg9M/N6GdawHRndUDtl0Xs4u7WhG+tMgAABAgT2B4Ed2Ym+0GoECPgVO4+BaQLDr8/9\na7r3rM4Nkp7l+XLylaTPqUclbVdLOt3vJn0iuU/SAui4pPP/OhnaTTLy4+Sk5Ojklsljk55h\n6mV1106G9ryM9PbHJ3dKen89m9V5r0zGbbiv845nZrwf1rZ/v/s0tB0Z6byepXpqslzUZZa2\nDwR25j4bbT4C586u9v/i4fPZZXtKYOsI7Mim9D+gRoCAAsljYJpAz9o8K/lR0ufPppe03Tfp\n5W2d/sukbSiQWkAdk7QA6vLvJS2Cls8Atdg5MRnW2+8NfTi5bjJuLW5aqH09Gff920xfKBm3\njRRIZ8wNj016JqnrvUOi7XuBndmERpuPgAJpPsfanm5BgR3Zpr4IagQIKJA8BjYmcGi6twC6\n8AZu1h926N9IaiGyWmvxc9HkGknvY7128XS4ajKl73rrGpafJSMXGCYM97nAzmxBo81HYJYF\n0lpPjPM59PaUAAECBAhsX4H+SML7N7j5vdTuQ+vcpmeNTlpkna67Fn8m/zab2XqGq9EIECCw\n1wT66ZBGgAABAgQIECBAgAABAhFQIHkYECBAgAABAgQIECBAYCHgErv956HQL9genvT670sn\nn0o+kPRLtT9M5tYOyw7fMOmXkae0m6ZTf53pnVM6L/r0evsDV+n/uczvF6c1AgQIECBAgAAB\nAgT2skB/Kej4ZPgFofGw15hfZml7Ds50f3Wov1K0J1q/+Du1MBnuf0dGNutHGvoF4Y8kvcZ+\nSrt1OvW+Xz+l86JPvzQ8dl4eH/5I4wZWqSuB0wRm+aXY0/beCAECW1VgZzas0eYjMMvXI2eQ\ntv8D/JDswr8k/fWiP0xekXwpOX/yy8kjk/ck10n6Nyza7pi07306sQfay7POM++B9U5ZZf8j\nvzi5YvLtCTeo0/Mm9Fvu0l+MantTstIXnb+2a6l/CBAgQIAAAQIEtpWAAmlbHa4VN7aXhl0k\neWnymFGPXmL37qQFQAuhOydPTvZV6xmlbuM/JP37G3uiHZWV/nnyc8nUywr/Kn1357t4V8/t\n2mr69l1j/iFAgAABAgQIENj2AgqkbX8IDxjeqL91lV15Sub37FELpbYbLdLxGyT9nkzP+PRn\nYofW7+70DMllkq8mH09emfQ7OkNrYXbu5FXJvZL+ZfSeTblC0kvcehnf3ZMTknckXeevJZ9O\nnpW0MOlfel+t9W90rFe4/CB9hm26VcaPS7rO2yVPSC6brNXul4U9y3ZUUoNeJje11af93zf1\nBvoRIECAAAECBAgQILDnBVrw9I36fyTrFQTdmp7Jaf8h/TsXl0/azpn0LE+Xdf6XF+Od/lhy\n4WRoLYxa7DwzGdZ1fMZ7u2G6473cra1F04OTXo7W5d9L/jq5ZtK2I+n8oX0mI8N6Vhv+ydA5\nwyOTJyXnWcxr4fKtxfhKg1p9O+n293LA3sfrkqmt3h9NWhjeJXlYcoukf9RQI3B6BfrhQx+T\nh5/eFbk9gYkCN02/fmg2pfW1oB8sDc+3K93m6My8+dKCS2X61kk/xBped5a6mNziAjuzfY02\nHwGvR/M51vvVnvbX616Y9M1UL117V/J7yRHJIclK7a6Z2f73Xlr4hMX8Fh7nWyzrd3letpjf\nF7yhtUDq2aevJfdJWiTcOGn7RPLZXWMr/9N+L056Bqjb0V+Oa3HT8aE9OSMtXtbKHYbOKwzX\nKpDOmP7vSVrgnDXZaIHU29T6i0nPvHW7h3w84z1jpxE4PQJekE6PnttuVKBFS5/DXj/hhn3N\n6XN2+19/lf79AKrLW3S1XSh5RTI8Tw7Dt2ReiyZt+wjszKY22nwEvB7N51jvd3t6YPbokclJ\nyfDC0+F3kmOTiyXjtlqB1MLoDUkLgHHrWZ6u729HM1sgdd5vjuYNo+sVSEO/C2TksUmLqWG7\nh2Wnd7hWgdRi7JTk2os72WiBdL3crtvbAu9RSYvIKyW/n7RoPDlZ65PVLNYIrCngBWlNHgs3\nUaCXX/fDnj6nTSmQfnfRt/1XK5AekmXfTs6UnCF5W9L+L0lulRyRPDf5SfKhpM/B2vYQ2JnN\nbLT5CHg9ms+x3m/3tIXS1ZK+aX9N8t2kL0pfSvqCNLTVCqRh+TA8X0Z+IRleELvOoQ0F0lBk\nDPM7nFogXSN9+12k7yTdzmaz2moFUi8haRHz+NEdbbRAamF35+SGo3UMo0/NSPejZ8A0Arsr\n4AVpd+XcbqMCr8wN+hrR5631CqTrpE8/XBr6r1YgvTp9+hrRdkTSdfes03Jrvy771eUFpres\nwM5sWaPNR2CWr0e91EjbfwT6QvP+RZ6W4dmTJyb/J/nrZL1LGfpJ392SeyRXSc6btPUyurYW\nYMvthKIciHQAAEAASURBVOUZ60z3sr87JQ9Krpv8IDk26Yvns5OhPT8j5x8mVhn2hX18m1W6\nnTa7P/zwwuSDyR8nZ03ahk8ve+lI57WA+mGyWuubg27zSu1vMvPRydVXWmgeAQIEtpDA/bIt\nv5wclbw86WvIau1sWXBM8u5FetXCSv37HL8j6fNg22HJicnzkuX2gsy4dXKl5QWmCRAgsC8F\nFEj7Uv/033eP387kW8kDk+XWSxwenhye3Cy5YtIfF1itPTMLup7/TF6avDf5QPL55AvJSm2t\nQmLc/5KZeEBy76SF1+eS30n+X/LlZEcybi0wLjKescJ4i8GNtK6z29H2jVMHP/XvzTP1naTF\nz11+asn0ie5L26GnDvxLgACBLSlw2WzV05M/T143YQv7odIFk19M7r9G/xtl2VmT1y/69MOu\nZqV2qcXMT6200DwCBAjsKwEF0r6S35z77ZmOw5JeNnZ0clKyUutPX7d9/9TBiv/2srEWRx9J\nrpV8LxnacClZz7DsbusZogslxyfPSI5Luv2rtRZ1m91a6PW+l1v/H3TfP5O8MnlfslZ7WBa2\n2HtC8uJk3K6wmPjYeKZxAgQIbCGBPucdk5yUDGd61tq822XhfZN+wLXeVQO3TJ8WPJ9M1mrn\ny8I+l34zedNaHS0jQIAAAQIbFXhUbtDLHN6TXGKFG/fMUc+K/Pto2R0z3ts8dDSvl7t13ltG\n8zp6YPLCpMvemgztVRnpvEOHGaNhi6yvjqY7+ofJ1ZfmjSd3ZKLr26zWIudbE1d25vTrfU/5\nFLWr/JVF/w9lWJ+hdbzr6LpuPMw0JLAbAufObfo4Onw3busmBNYTeFI69LtE1150XOs5sB9s\n9cz4KxZ9O3hK0sfn9Tqx1Pq8+MylecuTZ8uMdyddR4subfsI7MymNtp8BLwezedY71d72he2\nfhLYF5p+EveG5KnJHy3Gf5LhfyXjN+w7Mt3+H0/a92JJL4n4UtL5T06un9wp6XXpLbB6RukD\nydDWKpDelk5dz18n90qmtB3p1NtsVtusAum4bFC366jRhh2U8RaSnf/W5G5Jl9e+856TaARO\nj8C+ekE6OBvdD136f1/bPwV6xUHP3j9+tHtrFUivSb+Tk/OP+q9WIF00ffoc+EujvsujPXPU\nKwra70+XF5re8gI7s4WNNh+BffV6NB9he7pHBR6Ztf9b8v2kLzzN15LXJpdOxq2XVxyb9BPE\n9rtD0vYLySeS4fZ9EW0hdNhi+OMML5y0rVUgHZHlfUHtej6UTGk70qn9N6vtyQKp29gnjGcl\nNRq8Woj2zaVG4PQK7KsXpLtmw/t49qn+6T2CW/P2/aGa/0z6/Hho0g/GmvMkPe5vXEyfKcO2\nByed34J56NthP4Dr/B1Jp4cz6X3c/CDpDwSt1PpaNLzG9IM4bfsJ7MwmN9p8BPbV69F8hO3p\nXhE4KPdyheQyyfCitdodnyULLrC08AyZPiw5POmniqenXTA3nrqOHenbF9zt1rp/V0kO224b\nbnu3tMC+ekFSIG3ph8Xp3rheSdDn2fUyfLdyOFO+Xv/LL7bsZRn2Niu1n8/Mfg/0lOS+K3Uw\nb1sI7MxWNtp8BPbV69E+Fe6ZBG3/EuhZno9O3KXvpV8zbj/JxInjGadjvGeR9vfWM3b/vr/v\n5Ez3b0f2u0X+S5KbJX1z2bOyr076Kfi43TQTfRHpmdVeVnre5JXJcAa1z7W3Sa6WHJL0Fxjb\nd/n/X2Yd8HNJL9ts6yfyfcPZ++zZyuV22czoffcN6onJ25IPJuO2IxO9PKpvXq+R7Ei6X92G\n45J+4t92o0U6PlyG1Utse+mutn8ItEB5xgq70sfnA5PPJH3c9gxTW4//8BjeNWPxzw0z7GOp\nj6kvJv1/0Q/nbp78QbLcrpUZr08OTvr/oJcjawQIECBAgMA6AjuyfDueQVpntyzexgItHnrZ\n5B8nfWx+LOkbwY4/Oxm3FjufTp6ZDJ+2v3HR4VIZ/vNi/jcy7Drbpz9m0jO149Y3mOPLZH+Y\n6fZ9b3KRZNwekYkWN/1Q47NJC6h+QHJ0Mj573P3oG+OHJ+17SjJsY98InydpOyYZ5nfYvi28\ntP1foGfCe8xfN3FXn7Lof71R/xZNXcdVR/M6epbkhKSP6+sn2vYW2JnNb7T5CPTDv/7fXn69\n2q8F+qmRtn0E+gndHZNDts8mT97S4Y3YPSbfYnt1PCmb+6bttcm2NgLnTX4j6dmV45M+Z/5F\ncr/kX5P/lwytBcxdk/sm30k+l7RQ6Rmoftres0JDEXJkxo9N+gl8L9FsIdTW9X0r2ZG8K+n9\n/nLyuOQhyW8lbb+U/N/kHcldkhZA50hauLXvx5PnJ0O7UEZ62wcl3Z4+h/xV0k/z75/8QdJt\nf03ywuQ+yXMTjcBUgVuk4xeSDyzd4LGZPizpY/QxyUrtHzKzj0eNAAECW0KgL/ba9hG4Yjb1\nRUkvg+inu/tT62OxnzA+fn/aqcW+9EvMLW7Ptx/u2xx26feyk8cvdrRnaVqo3DrpY7UFzdB6\njP+/ZPxG786Z7uVFfQP4wmRob8zInyftf8+khU0/xb9E8o/JvyX/nHw6eWLy7aSXxA3taYuR\nnhXqG8+2FlYtzm6ftOD5m6Sf+rUdmPS+ej9De3RGWiBde5hhSOB0CNwyt33DCrdvMd924eR2\nu8Z+9p8+zjUCBAhsGQEF0pY5FJM25AyLXlfLsJf6aNtD4Khspk/jt8exWmkr+6HEuP0gE30j\n2MLmAsmXkqG1qBm36y0m3pLh8uUJH1ksawHVwqUfEPxTckTytqRnenppwxeTFjxDO1dGLp98\nIjklWV7vezPvxknfkH4uGdo7h5HF8MTF8NCl+SbnJ9DHXovoqe230rEZtxbrJ45nLMavvsI8\nswgQILClBRRIW/rw2DgCBPaxQC+V63eGlttJixlXyfDNo4UnjMY7etnF9NOX5o8nLzOauEPG\ne+ndTZLrJb1d19mzQb+f/DAZ1tnh8uVMmXVa63rHBVILrXHrm+K24YOXU6f8S2D3BI7fvZu5\nFQECBLaewBm33ibZIgIECGwZgYOzJf1kfbhUbdiw4azLctHRAmbchiKk3+85ebxgNP7N0XjP\nRt00uVxyq+SWyY7k8cn1k1skwzpfn/HhUruM/kz70NKc/e2y3KXdM0mAAAECBDZHQIG0OY7W\nQoDA/ilwpuzWJZITl3bvCpn+bvLRpfnLkx9fzGgRND7T1Nm9VK6X1w1F1tky3suRvpx8LOlt\n/zTpD0X0TNEvJhdOPpm0YDtfsrzOzDrgusmPk34nSSNAgAABAgQ2KODSig2C6U6AwOwE/s/S\nHvdnjFus9McUWois1f4+C1vMPC7pjziM2zMz0R9r6Jmhtl4S13W+sBOj9pWMfzrpffXsUf92\n0huSayb9sYhxu3Im3pE8N+n9brT1O01tLdY0AgQIECAwSwFnkGZ52O00AQIbEHho+vZSu1cm\nl06emPS7PfdM1mvvSoedSfu+PXlG8sPk9kkvu2sB9dKkrWeJ3prcJHlF8vKkxdBtkxskxyVf\nTdr+d/L+5O+SpyTvTK6e3C9pIXbvZCh2Mjq5DT848Zu5xUWSFnGfnXxrHQkQIECAAAECe1ng\n8NxfPxU+916+X3d3+gSOys2HN7anb01uvTcFWpD0/1sLmV4G1/EfJG9M+n9x3F6ViS4/dDxz\nMd4z9Y9Kvp60T9PvA/1tcqFk3M6biRcl/TnxoW8vz2uh0iJt3HqZX88W9czS0PekjN89Gbdh\nP7rucet29Xb9hb2h9UOzY5MWV112h0QjQIDAILAzI402H4G+5+zrwfLr3nwE7OmWF+iDsw9S\nBdKWP1Q/tYEKpJ/i2DYT48LiwGz15ZNznM6tv3hu30v0Dl1nPWfP8l4ud9mk971WO2sWXi25\nRNKzR5vRzpKV9CfMNQIECIwFdmai0eYjMMsCySV283mA21MCBHZfoB9M9IcTTm/7TFbQrNe+\nnQ4fXq/TYnl/LKKX221m66V9jUaAAAECBGYn0EssNAIECBAgQIAAAQIECBCIgALJw4AAAQIr\nC/R7OP1BhZ490ggQIECAAIGZCLjEbiYH2m4SILBhgTtt+BZuQIAAAQIECGx7AWeQtv0htAME\nCBAgQIAAAQIECGyWgAJpsySthwABAgQIECBAgACBbS+gQNr2h9AOECBAgAABAgQIECCwWQK+\ng7RZktazlQUOycbderGBr86wX7zfrq1/R2e1v4vzuSzrHxgd2kb6DrcxJECAAAECBAgQILBt\nBPyh2N07VHfOzfpLZE3H93bbrD8U2z/cOezHSsPLjXZsI31HNzO6iQJnzrqum/xqcp2khfpa\n7egsvPkqHQ7L/Luusmx59kb6Lt/WNAECBNYS2JmFjTYfAX8odj7H2p7OTOBe2d//TM6VPCA5\nNtmO7WqLjX5Thh9aYQe+Npq3kb6jmxndJIGbZj3PSy4xWt+JGb938pbRvGH0shl5XPLmYcZo\neGjGX5NcLDlmNH+l0Y30Xen25hEgQIAAAQIEtpWAM0gbP1y9zOzHyTOS5yQ983KlZG+2tc4g\n9ZOZRyyy3jY9Jh26/Ues1zHLN9J3wup02YBAH3NfT1qwPjq5cvKo5CvJN5LDkuX2kMz4dnKm\npQV9fLwu6XH/1tKy5cmN9F2+rWkCBAhMEdiZTo02H4G+tvQ1qO9BZ9P8SMNsDvVsd/Se2fM+\nzl+bDGeOehZprXbpLPzN5OjkNkm/83O7ZPgeU0ZPa/3k//7J05OHJlOfQK6avv8vOSn5v8mF\nkvVazwr1Sep963XM8o30nbA6XTYgcMf0PWfSovwPkw8nT1tMH5rhryfL7ZaZ8dZk/P24ozLd\n295iaX4mf6ZtpO/P3NgMAgQIECBAgMB2Feib775BbjWvrS/QwuaEpJ/c9/sfByWfS/rp/lmT\nldqzMrPGpyRfWoy/JMNPJe9Oxq1nfn6Q/CT5bNIfSOjZqhZWve+h9c3rV5P+KErfPL8j6X20\n/98nt0qmfFjxH+n30eS8yV2ShyV983yWZLltpO/ybU2fPoGn5OY9vr+8tJqbLub/+dL8Pja/\nkzx4NL+Pia7jv5Ku533JameQNtI3q9EIECCw2wI7c8tGm49A33P29ejw+eyyPd1uAn1w9kGq\nQJp25G628Bq/IR3evN57hVXcf9H/bzI822L5DTP8/GL+Py/mdfBLi3lvz/DCnZF2juRFSY/R\n3ZOh3TMj301anHXZF5InJ70Ua2prQdfi64vJN5OuZ8jHM36dZGgb6TvcxnDzBIbH3XFLq3x+\npnvMbr80vz/M0PmXGc0/MuNPSs6zmLdWgbSRvqO7MEqAAIENC+zMLRptPgIKpPkc6227pwqk\njR26oVi59uhmV8h434z+y2jeMHpyRj6d9BP9cetZn95mXCD1TE7nXTMZtxZWLYZaVB24WNCz\nAO379qTrOjjZaLtebtB19IzVo5IrJldKfj/pmahu+/BmeiN9czNtkwUOyvp+L+lx6Y9ptChv\ngdMzjX+ULB//XmL5yWSttlaBtHy7jfRdvq1pAgQIrCWwMwsbbT4CCqT5HOttu6cKpOmH7lzp\n+r3kwyvc5F2Z12JjXDhddDGvl9gtt14a1ze7Q4HUdff2PXPTY7KcFkJdfpGk7cSk0x3+VnL+\nZKPtArnBnZOe0VpuT82Mrr9npdo20vfUW/h3swUunRV+MOlxGdIi6LLJcmsR9czlmUvTGyl6\nNtJ36W5MEiBAYE2BnVnaaPMRUCDN51hv2z3tG/G+2XKJ3fqH8EELq/4y2KeXMlyi9rzRam6z\n6P/bo3nj0ZMyMRRILayGN71rDY9YrOBXMuz3R45f3K5ngV6Y3CDZjHblrKTb8eoJK9tI3wmr\n02UFgZ4l/G7SQryPlZ5V7LDH/ztJlw9tKMx7yeZabSNFz0b6rnWflhEgQGBZYGdmNNp8BGZZ\nIJ1xPsfXns5M4N7Z3xYNr10Ml3f/tpnRMzIPT/qjDS2k2obL1E6d+p9/+6tkn1tMfn8xfH2G\nT1uMrzTomYG2Xlp1SvILyTWShyT9kYW7Jh9I/iI5Jumb591pX17c6NAJN95I3wmr02UFgYdl\nXguk2yRfXSx/72K6P57RIvyli/m3yPCHyVsX0wYECBAgQIAAAQIbEDg8ffum3xmktdH6E9p1\netsa3V6w6PO/F30uuJh+0wq36eVSXd9wBuksGW/Rs9L3mDL7gOsm10rO1Im0o5LhjfKuGfnn\nfMnjks8mXfefJWu1vun+WNLCarndODO6jr9aLNhI3+V1mT59AufPzftjGi9fZTXPz/weq4sv\nlr8sw7csxtcavC8LV/sVu+XbbaTv8m1NEyBAYC2BnVnYaPMR6HvOvm71PahGYEsK9MHZB2kf\nrNrqAn+aRXXqWaTV2o4saJ9+oj+0v8tI5x05zMjwoKSf9nf+UCBl9LQ/3nnrTozalTP+g+QD\nycGL+Udl+NXF+PKgZ3F/NbnX8oKl6V6m123oWakDR8s6/rqky1ootW2k76m38O9mCfQMZI/F\nP62ywhcvll8ywz62vpY8OlmvbaTo2Ujf9e7XcgIECIwFdmai0eYj0PecfV3re1CNwJYU6IOz\nD9I+WLWVBQ7J7K8k30vOuXKXXXNbWHwyqedNds054IDLZfiFpJc8PT95cvKe5MtJ+70rGdrl\nM9L7aB6ftKjqG92u80dJzyANba0Caeiz3rBvpnumodvx1uRuSdf7hqTznpMMbSN9h9sYbp7A\nh7OqPobGj4Gu/SJJL+c8qRNpN0x67K7aiXXaRoqejfRd524tJkCAwE8J7MxUo81HQIE0n2O9\n1/a0b9D7JvYqm3SPCqT1Ie+YLn3T+ZL1u+76Lshy34vmdi9OTki+lPSs0qWS9ntjMm79yfB3\nJL2kqsubvvm9ezJum1EgdX19knpW0gJsuL/+hPijkuW2kb7LtzV9+gRulJv3MfHV5DFJC/D7\nJJ9OetyGs45PzPjnkyltI0XPRvpOuW99CBAgMAjszEijzUeg7yf62tX3oBqBTRG4WtbSB9Wf\nbMraTn1wdn19sO6JdnBW2jfbd9oTK98G6zzXKtt4/syv+7GrLD9r5vdYXyLp2ZvldlRm9M3y\nZrUzZ0Utug+bsMKN9J2wOl0mCrRI+vekj5sh/Q5ZzzQOrWcndw4T6ww3UvRspO86d2sxAQIE\nfkpgZ6YabT4CsyyQzjif42tPJwj07MsfJv20e46t3+/pF+F7yVMvkRrawxYj40vshmUdfjd5\n/3jGHh7vr+j1zfeUtpG+U9anzzSBf0y3FrHnTQ5LPpP0Us1xe3gmThzPWGO8v344tW2k79R1\n6keAAAECBGYjoECazaG2oxMEjkufhyT/kHT8m8lNk7snLY6el2gENiLwlXRuVmrHrzTTPAIE\nCBAgQGDfCiiQdt//fLnpzZLLJ700q1/O7xueDyYrtV6m9b+Syyb99P81yfInygdm3i2T6yVn\nTz6avD35eLLceuxuk/TSrkOSnsF4VdIfDRi3HZnofb8s6SfLO5ILJu3fIqC/uNbWS4Kathsk\n/Z7Ly5MWCXNpj8yO9rsj90uGS6H6HZGXJg9KvpVoBAgQIECAAAECBAgsCdwu0y1u+t2CbyS9\njKnjfXP96GRoLV46/03JZ5NetnVy0nlfSIaCJKMHHJy8NumyFidDvxYwv5m0HZ50edfbn5zu\neO+/X9Tv+EeS9hm3FkF9k//w5CfJKUn7Nu9LzpO0HZMM8zts3xZ/c2w9FpdKLrZJO39U1vPV\nTVqX1RAgQIAAgX0lsDN33GjzETh3drXvC5ffX85HwJ5OEjg0vXpWpZfNXCvpl/LPltw+aTHT\n76P01+vahgKpD6wXJe3X1jNPX0u+mJw1afuNpP36HaBzJG1XSlrc9KzQuZI+ONvnfUmLsV9P\netap7cik29Qvgp8pGdpxGWmx86XkAUkf6BdKehlZ1/XYZGh3zUjn3XuYYbgpAgqkTWG0EgIE\nCBDYxwI7c/+NNh8BBdJ8jvXp2tNe/va6ZKUiope4tcD4+aRtKJA+m/FeBjdu/bW49n3IYubR\ni+mbLKaHwS9m5MFJL4trwdTbNL2v5fbEzOiy+48WtEBantfFw7q6fGhbuUDqWbue/erZte2Y\nFqnbcbu7zT3bORTiGdUIECBAYKYCO7PfjTYfgVkWSL6DtPEH+Ltzk35PaGgHZ+TSSYuhFjFt\nZz11cNq/r8hYzy6N28sz8YdJz0K1vTl5XPL3yQuSXm73luQNi2Sw67K7F2b460mXHZ6MWy+x\na+s6n71r7H/+eef/jO4aO3ExfejS/K062bNePeN2j626gWts10FZduHks2v02aqLWuz/SXKG\npGctNQIECBAgQIDAfi2gQNq9w3uZ3OwRyY6k43XsGYLhS/zLn7Z/OsuW20mLGf2uS1sLnvsk\nf5Q8cJEWVW9KnpT0O0dtw3eGnn7q5Ir/dpuWW4uLcfv+YqJvfLdL+042tIWktvcElgv7vXfP\n7okAAQIECBAgsA8E+sZe25jAFdK9Z2P6PaHXJy9I3p+8N3lC8qBkuY2/EzQsG76P1B9YGNpz\nM3JMcvPkFsmtktskRy6m35bhUNj0criTk5VavyO13FrAaQQIECBAgAABAgQIrCGgQFoDZ5VF\nD838Xo95j+T5ybhdbjFx0Hhmxi+zNN3Jfgeo7ZOnDnb16e1fk/QHFJq2xyRPSe6SvC35eNLW\nImj5bMq5Mq+X1y2fLcosjQABAgQIECBAgACB9QS20+VV6+3L3lp+ycUdnbB0h1fP9PUX8/q9\npHG7fSYuNp6R8Ucn/fGEly7mPy3DVyc9YzRu71tM9Nfx2vodpd6u31daLsSemXlvTIbtyOiG\nWn8EoW04u3XqlH8JECBAgAABAgQIzERAgbTxA93vCrX9cdKzOjdIepbnDckPkrbhe0KnTp36\nN46G7xi1ADouuW3SM1DvTdr+LOllcM9Ojk5umTw2eVbS9b4oaXtXsjO5fvL25E7JUUnX1cvu\nWkANRVdGN9S+tOj9mxk+NVku6ja0Mp0JECBAgAABAgQIENj/BXrWpkVLf/64Z3KaXtJ236SX\nt3X6L5O2qyWdbgF1TPLjxfT3MmwRtHwGqMXOicmw3hZMH06um4xbC9v+TPjXk3Hfv810f+1t\n3FqMtc95xzMz3nV0/lDwdXEvuTw26ZmkLrtDslXa/bMhH90qGzOj7fiF7GsfC8uP1RkR2FUC\nBAgQWAjszLDR5iMwy5/5ns/h3fw9PTSrbAF04Q2suj/s8PPJWt/9auFy0eQaSe9jvXbxdLhq\nMqXveusalp8lIxcYJrbIUIG0bw6EAmnfuLtXAgQIbEWBndmoRpuPwCwLpLXeqM/n0O/enn4z\nN3v/Bm/anwH/0Dq36VmjkxZZp+uuxZ/Jv81mtp7hajQCBAgQIECAAAECsxLo2QqNAAECBAgQ\nIECAAAECBCKgQPIwIECAAAECBAgQIECAwEJAgeShQIAAAQIECBAgQIAAgYWAAslDgQABAgQI\nECBAgAABAgsBBZKHAgECBAgQIECAAAECBBYCCiQPBQIECBAgQIAAAQIECCwEFEgeCgQIECBA\ngAABAgQIEFgIKJD2/kPhUrnLWye3Sy6/zt33D7ZeN7lt0j8yu147Oh1uvtSpf3T2l5KbJmdb\nWmZy3wv0jw0flRy+7zdlr2zB7XMvV554T3uq78S7140AAQIECBAgQGBPClwoK39F8t9LeUum\nWzQttxZQX0qG/j/M+BuTrmeldtnMbN8WQkP7vYyckgzr+FHGHz0s3GbD+2d7P7rNtnnK5naf\nenz+Y0rnfdDnFxbbd9Am3Pd9F+t6xIR17am+E+5aFwIECBBYRWBn5jfafATOnV3t+5S5fJA7\nnyO7Bfb0DNmGtyV9gL0kuVVyRPLc5CfJh5IzJ0O7YUY6/7+SuyUtoH4l+VzyruSQZLk9JDO+\nnZxpseDIDHt/xyVXT66TvC7pvPbdbm1/LJBukIPQ4/HexXBHhlutbVaB1IK/RX73d70CaU/1\n3Wq2tocAAQLbTWBnNrjR5iOgQJrPsd7re3pE7rFvDN+5wj2/erHsV0fLhjfMfXM6bi1yWjj9\nyXjmYrzredVi/KwZnpCclIw/+W/x1PmfXZqfyS3f9scCqQXyj5MWsD2uLZ73Zutj7ujkYmvc\n6ektkM6bdb8w6eP/+4vhagXSnuqbu9UIECBAYBMEdmYdjTYfgVkWSD2zoe15gcNyFycmz0uW\n2wsWM660GPbsUN8w/2ty/GLeMHhPRnpJ1h2HGYthb7Mj6RmitiOSw5K+Me0b8KH1E/wXJRdN\nbjnMNNwnAmfPvfY49jj/W/JPyVHJhZLVWs8y3iJ5SvKg5OLJJZK7JxdJxu2MmeiZmMcnv5/0\nvvqdtnHrd9Iel5yQ/F1yk2Stdo4sPOc6GZ8J7bpek9w1eVlyv2Sttqf6rnWflhEgQIAAAQIE\nfkpAgfRTHHts4vlZ8yWTv1rhHnr5XNunTh0c8HMZ9qzPpxfTy4NvZkb7jN8Q3yjTPWv0+qTt\nOqcODmhBtdyGeddaXmB6rwr07E2LpBYObcckByf37sQK7QqZ94WkRXD79Czi+5MWODuTqyRD\n62OqBVe/8/bwpIVJz061GBtfQ7wz09dLWkjfOnlL0ss9H5h025bbhzPj6+ukxdu49T6PTFqg\n9bZrtT3Vd637tIwAAQIECBAg8FMC/ZRZ23cC58tdPyxp0fOmxWZ8LsMfJZdeTI8HPbtw7cWM\n82TYvm23TFpgfbITaRc8dXDAVxbD8eCri4lxgTVebnzvCNwrd9Ozey9Y3N2xGf5xct/kD5Je\ncje0QzPSYqf9b5a0kOnZoPa/f9J24KmDXcMWQ9dI7pYck/x3cmTS+2hBdpWkZxPb/nmRFlL3\nSB6Q/EXSbdiZdPnQ/iYj5xomVhkevzT/QUvTa03uqb5r3adlBAgQIECAAAECW0Sglze9O+mb\n13svbdNbF/P7qfu49bsb7d/cYLSgn/o/czTdMwLtc+XRvGG087qsb5y3U2sh8NHttMFrbOvl\ns6zH4NVLfV68mH/bpfkPXMxv8TJuZ8hEj33XdavFgjsvpl+1mB4PnrhYVsvVWgutFlP9cY8W\naU3Xf1ByetsvZwVd12rfQRqvf0/1Hd+HcQIECBDYmMDOdG+0+Qj4DtJ8jvU+39OeOXpj0r9x\n9GfJc5Nxe2gm+gl/3zD3U/tHJi9InpC8I2n7zqmDXd8natEzXF7X2d9fLOsb6OU2vNHt2Qht\n3wjcc3G3O5fufphuQTRu11xMvHw8M+MtXv5uad71FtM9y3T4Uj6yWHatxXClQQv3SyWXTlos\nDY+zjGoECBAgQIAAgf1fwCV2e/8Y943n65LLJEcnv5Mst3/PjL7RfXbSL7jfJemlTj1LcI/k\nxsk3krZbJC2m3tqJRfv8YtjL8JbbMG+4/fJy03tWoP/nfmNxF71E7v+O7m4oaG+ZeYclJyZt\nV01OSU7uxFL77NL0ZRfTT1+aP57sY2+5XTEzeolbt+3QpH+XqdO9bPMNSdvzk/PvGlv9n1dm\nUR+3GgECBAgQIEBgWwookPbuYfv53F3fbPZNZr84/5xktfZvWXCdpJ/o///t3QvcdflAL/DB\nuOQy7tfQkEuGBkNFmBkitwxK0ZEQUYeuksOpdERIOUR9qoPeCgm5DZIphganlFvILTMumXG/\njLvB+f3mXWvOsmc/z7ue8b7P87yzvv/P5/estf7rv/da67v2u9b+77X2fvtJ/ueTlkclX0z+\nqxMpfTP9umSc37o5HaTx8W2vbJ9A99cVk3ck4xWd6dKvlole4enr4xHDjO7b8ycXS04f6sbB\nxceRYThePWzHel2Hqs0+N7Ttv/+7JO0I3TL5RvKypFc1/zHp7XA3T8Zyw4x85zixwfAtG9Sr\nJkCAAAECBAgcFAI6SNu3m/qm9++TvtG9YzJ+Kp/Rs5XjUtNOVG+9+8Jk7mUyfrOkHaKvJedL\nbp08NpmWfvrfckzywjPH/v+f1rX8y96Bv9sscL9heQ/O8MQ1y75G6t6btN1vJ19N3pUcm/RK\n0knJtNxgOpHx9wzT7QS1kzMt/YGFvg5PGyq7jD9JPpP0itMfJe9PNipHbjRDPQECBAgQIECA\nAIGtCHxHGp+c9NP9m8544PPTpp/e32Kl7RMy/fXk6KG+naW26xvn1fK2VJya9HapsfRqQ98c\nvzk5dKw8SIYPzHq2o3Awl8tl5dvh+UDSq4IblRMzo/v1HkOD7t9e3WmH54JDXQdHJe0ot+3t\nk5a+vtr29Uk70NPyzEy07U8MlX1MXXuVcqPSK0h9zOpzbdR+s/p2/PtcfqRhMyXzCBAgsHsF\n9mTVGmU5ApfMpvbcvagPSQ+2N8kH68vx4Vnxw5Pe+vawZF15aSqfNsx4SoZ3SZ6edPzk5EeT\n+yaPSV6btNw2OTV5aydWymMz/ezk1UnH+4a869GrUHdIzkiU7RW4VxbXK4jPSnqw2ah0vx+T\n/HzynKT790nJryT/mhyf9ArjPZNe/ek+baeo5Q3JnqSvldckff20U9bXU9u/JHlu0vJ3ewf+\nEiBAgAABAgQIENhegV6x6RvizfLklVXq1YN2fsbH9OpT3+xOO7W9TW5PslHpG+JPJeNzdLy3\nVW1H6dWquyb9P3f2R3lgnuRgv4L0jmxD98UR+wC5cOZ/dk3bGrxumNfX1H9PHp30OW+WjKU/\n9vDQpJ2ncd+3A9Urk1dItlJcQdqKlrYECBA4dwvsyeY1ynIELplN7XuJRV1BWs7uPTi3tJ2h\nayW9xWrdbVB983rlZLPSK0fXSK6bXHCzhvt53g3yfP0H9aT99LwHuoN0vazns/bTuu7vp7lo\nnnCjW9z6vaE6f88GC71q6vv6OWyD+fuq3p8dpH0ty3wCBAgQ2N0Ce7J6jbIcgUV2kKZXI5az\nqw+eLT0jqzp+6X7dWp+0rnKlrm+e37dSZ/LsAi9M1YXOXr0rano18Y+T3nLX2+/G0qtBP5l8\nMtnodfLBzGsUAgQIECBAgACBGQI6SDOQNCGwwwL/kOV/OXl80itFvc2uVwTvnvTKUG+lHL+D\nlFGFAAECBAgQIEDgnAroIJ1TuWU/rt936S1010j6vaZevXhx0jfx60p/UKA/MnHN5N+Tlycf\nT6altwLeLrlJ0lvK3pX0RwbWXRnp6/aOSdehtw2+JekPF3wpGUsvCR+XvCE5Lblt8n3JR5MT\nkrclLe1g3HUYnj/DeycnJ+MPYWR0x8spWYMfSZ6Y/NqQr2bY7f5vyXMThQABAgQIECBAgACB\nbRa4eJbXN+O9ba9XLNrJ6Xjz7uRKyVjaeWl9r358KOkb+nZOWndqcotkLO2Y9BfVOq+3FY7t\nvpLxByctD0zaabp68s9J2342+cQw/s4Mj0zG0vG2eVTyjmG869C6ryUPSFraaeu2tL7p+F8n\nu7VcKivWq0fbdTvgzbOsumz0HajMUggQIEBgIQJ7sp2NshyBfuDc9wHT91jn+q13Belcv4v3\n6wb+Sp7tx5MnJ49O2jm5TtJOyN2SByX/M5mWH8pEOxw/m3wh6fTzk+cl7ex8Men3aHr16AnJ\n7ySnJ0ck7Vy17pnJWP4mI0cl/cnsZyX9R3ub5DlJn7O/mteO0Fh+IyNd3v2TNyZ3TNrJe1zS\n531vct5h2E7HVZLdVmpzlx1aqSsMy+13oGq93aXLfFLSDrhCgAABAgQIEDjgAoce8CVYwLlJ\n4BLZmN6e9oikHZuW/0ja2WgH6drJavlwKu6b9GpQyz8mv5v8XnK/pD9dPj6uV5HaOWrpFaH7\nJNdMLpi8PulVp3smL03auRlL1+mPkt9Muqw/TcbywYz8VDJ2ml6c8aYdvWsk4612Gd215R5Z\ns6OTXjnb7tIrar1yd9h2L3hYXju0b0l0kHZoB1gsAQIECBBYmoAO0tL2+Le3vb+88vDLZPp7\nklsN9Rdemd/JFyVj52ic3V+MawfpxkNFO03tdL0k+aukHaVXJa8cksGZt931ilVL561e6m2H\nqqXPOe0g/Vumx85R57eccubfnXvTPyx+S4PXpvV9tvSIc0fjds4UAgQIECBAgMC2CeggbRv1\nuWJBvRXtXsl9kt7Kdumk5dN7B4f0hxZWywdWKzL94aHu6sOwHZ77J3+Q/PyQdqp6i93vJOOV\nk15Nanni3sHav9dYqT1tZbqTXx7quj0KAQIECBAgQIAAgbMEdJDOojAyQ+CpadMOzPuTfo+n\n3+l5a/KR5NRkXbnAmsqLDHXjFaFOPj3pd4pundw2uX3S26v6/aJOn5iMHZveZvfRZF353Erl\nN1amTRIgQIAAAQIECBDYUEAHaUMaM1YELpfpdo56K1tvY/tSMpabDSPnGysmw9UrOp11xDD/\nfcOwba6VvDx56ZAMDnlY0u83/WRyYvKepKWdoN6WNy39flTXa90Vo2k74wQIECBAgAABAgQ2\nFHCL0YY0ZqwIXG2Y7pWbaeeot9W149Ry/r2Db/l7l0xd5VtqDjnk1zPdXyfrVaiWJyQvS3rF\naFreNEx8cRj2O0p9XL+vtNoZ69Wt/ljDTZNzUr6WB41Xts7J4z2GAAECBAgQIEDgXCDgCtK5\nYCdu0yb8e5bz8eSWyaOTdmiumtwj+eGkt79dKlkt7TT1O0aPT3ob3v2SH0n2JG9MWv4wOS7p\njyv8RfJPyQ2Ttu13kZ6dtLwh2ZPcN3lN0l/A6w8wtBPW2+7agRo7XRndUvlYWl8n+fOky39G\nohAgQIAAAQIECBAgQGBDgZtnznuTXsVpzkiOTw4fhl/P8EpJyw2Stultcs9KOq/Tvfr0mOR8\nybTcPROnJONz97tD70h+IJmWXvV8aPKZZNq2/9fRFZKx9FfuOr+dqNXyqFR03tGTGcdkvFfH\nWv/2Sf1uGN2TlWiWWN6VjX7gEjfcNhMgQGAXCuzJOjXKcgQumU3te6O+r1IIENhAoB2Uw5P+\nQ7lQMrdcLA2vl2x21bLPfeXkqOSwZF/lqmlw/WRO23091zj/8hnZynaNjzuQwz158maJRQdp\niXvdNhMgsFsF9mTFGmU5AovsIG32ZnU5u96WbkWgV3ZO2coDhranZ7ivKzN97g8PGR626eCD\nmdvsz9KrSAoBAgQIECBAgMBCBfqJvUKAAAECBAgQIECAAAECEdBB8jIgQIAAAQIECBAgQIDA\nIKCD5KVAgAABAgQIECBAgACBQUAHyUuBAAECBAgQIECAAAECg4AOkpcCAQIECBAgQIAAAQIE\nBgEdJC8FAgQIECBAgAABAgQIDAI6SF4KBAgQIECAAAECBAgQGAR0kLwUdkLg8Cz0nvtY8NUz\n/w7JnZNr76NtZz8mufVKu/6ns3dKbpVcZGWeSQIECBAgQIAAAQJnE9BBOhuJigMscFie/+XJ\nn2ywnCuk/kXJfyYvG8bfleGrknaa1pVrpvIRSf+j2bH8r4ycnLwk+cfks8mvJwoBAgQIECBA\ngACBDQV0kDakMeMACFwyz/nc5DobPHdfj89JetWo7XoF6djkGcOwnZ0LJavldqn4QnLSMOM2\nGf5WcnxyVPIDyT8kj09+IVEIECBAgAABAgQIECCwowJ3zdI/knwz+UpyerJajklF579+dUam\nezWp8358g3ntDLVcODk5+XByvmQsF8hI6z+UTOvH+bt5uCcr1yyx9OrhA5e44baZAAECu1Bg\nT9apUZYj0A+3+/7ryOVs8iGHuIK0pL29c9t6+yz6BUk7Kb069I5kXTk8lackvWK0Wv5qqDhi\nZcYFM31s8oqh/pgMD0+emXw9GctXM/LspN9L6hUnhQABAgQIECBAgMDZBHSQzkai4gAInJHn\nfHRyraS3yW1U/iIzrpY8bU2Dqw91/W7StNwiE71q9PdD5fcPw38ZhtPBWHfjaaVxAgQIECBA\ngAABAqPAoeOIIYEDKHBCnrs5p+UyeeCvJJ9L+l2iaenVoHaa3jdUXn4YfnIYTgefGia+c1pp\nnAABAgQIECBAgMAooIM0ShjuVoH+PPdLk3aS7p+clkxLO0jj7XWt76/ktXxi7+Bb/o4dJD/5\n/S0sJggQIECAAAECBEYBt9iNEoa7UaCdol556q/Q/WHy9GRarpyJ6ybj7XWd9+X+SVn32h5/\nnOHre5v4S4AAAQIECBAgQOBbBda9ifzWFqYI7IzAd2exb0humjwm+aVktdw2Ff3xhVdPZnxk\nGL/UpG4cHes+O1YYEiBAgAABAgQIEJgKuMVuqmF8twhcLyvyyuSyyQOS/5OsK7297nXJ5ycz\n53SQ/mvS3igBAgQIECBAgACBswRcQTqLwsguEbhx1uM1yUWTOyYbdY56u9ytk+n3jzJ5yH/0\nT0p/7nu1jHXjr9mtzjdNgAABAgQIECCwcAEdpIW/AHbZ5n9H1ud5SX9EobfP9SrSRuUmmXGJ\nZPr9o7Zt5+rfk7sn4w82ZPSQiw91b8nwta1QCBAgQIAAAQIECKwKuMVuVcT0Tgo8PAs/POlt\ncg9L1pWXprL/T1I7UKcmb01Wy2NT8eyk303q+HmSPnd/9OEOyRmJQoAAAQIECBAgQOBsAjpI\nZyNRsYMCdxqWfaUM77zBenxgqO/3jza6wvTXmdero09JekWq5dPJA5M3dUIhQIAAAQIECBAg\nsE5AB2mdiroDLXDUBgu44Qb166p/NZWnrJsx1D0rw15F6q/hXTDpfyT7lUQhQIAAAQIECBAg\nsKGADtKGNGbscoGTZqzfN9OmHSOFAAECBAgQIECAwCwBP9Iwi0kjAgQIECBAgAABAgSWIKCD\ntIS9bBsJECBAgAABAgQIEJgloIM0i0kjAgQIECBAgAABAgSWIKCDtIS9bBsJECBAgAABAgQI\nEJgloIM0i0kjAgQIECBAgAABAgSWIKCDtIS9bBsJECBAgAABAgQIEJgloIM0i0kjAgQIECBA\ngAABAgSWIKCDtIS9bBsJECBAgAABAgQIEJgloIM0i0kjAgQIECBAgAABAgSWIKCDtIS9bBsJ\nECBAgAABAgQIEJgloIM0i0kjAgQIECBAgAABAgSWIKCDtIS9bBsJECBAgAABAgQIEJgloIM0\ni0kjAgQIECBAgAABAgSWIKCDtIS9bBsJECBAgAABAgQIEJgloIM0i0kjAgQIECBAgAABAgSW\nIKCDtIS9bBsJECBAgAABAgQIEJgloIM0i0kjAgQIECBAgAABAgSWIKCDtIS9bBsJECBAgAAB\nAgQIEJgloIM0i0kjAgQIECBAgAABAgSWIKCDtIS9bBsJECBAgAABAgQIEJgloIM0i0kjAgQI\nECBAgAABAgSWIKCDtIS9bBsJECBAgAABAgQIEJgloIM0i0kjAgQIECBAgAABAgSWIKCDtIS9\nbBsJECBAgAABAgQIEJgloIM0i0kjAgQIECBAgAABAgSWIKCDtIS9bBsJECBAgAABAgQIEJgl\noIM0i0kjAgQIECBAgAABAgSWIKCDtIS9bBsJECBAgAABAgQIEJgloIM0i0kjAgQIECBAgAAB\nAgSWIKCDtIS9bBsJECBAgAABAgQIEJgloIM0i0kjAgQIECBAgAABAgSWIKCDtIS9bBsJECBA\ngAABAgQIEJgloIM0i0kjAgQIECBAgAABAgSWIKCDtIS9bBsJECBAgAABAgQIEJgloIM0i0kj\nAgQIECBAgAABAgSWIKCDtIS9bBsJECBAgAABAgQIEJgloIM0i0kjAgQIECBAgAABAgSWIKCD\ntIS9bBsJECBAgAABAgQIEJgloIM0i0kjAgQIECBAgAABAgSWIKCDtIS9bBsJECBAgAABAgQI\nEJgloIM0i0kjAgQIECBAgAABAgSWIKCDtIS9bBsJECBAgAABAgQIEJgloIM0i0kjAgQIECBA\ngAABAgSWIKCDtIS9bBsJECBAgAABAgQIEJgloIM0i0kjAgQIECBAgAABAgSWIKCDtIS9bBsJ\nECBAgAABAgQIEJgloIM0i0kjAgQIECBAgAABAgSWIKCDtIS9bBsJECBAgAABAgQIEJgloIM0\ni0kjAgQIECBAgAABAgSWIKCDtIS9bBsJECBAgAABAgQIEJgloIM0i0kjAgQIECBAgAABAgSW\nIKCDtIS9bBsJECBAgAABAgQIEJgloIM0i0kjAgQIECBAgAABAgSWIKCDtIS9bBsJECBAgAAB\nAgQIEJgloIM0i0kjAgQIECBAgAABAgSWIKCDtIS9bBsJECBAgAABAgQIEJgloIM0i0kjAgQI\nECBAgAABAgSWIKCDtIS9bBsJECBAgAABAgQIEJgloIM0i0kjAgQIECBAgAABAgSWIKCDtIS9\nbBsJECBAgAABAgQIEJgloIM0i0kjAgQIECBAgAABAgSWIKCDtIS9bBsJECBAgAABAgQIEJgl\noIM0i0kjAgQIECBAgAABAgSWIKCDtIS9bBsJECBAgAABAgQIEJgloIM0i0kjAgQIECBAgAAB\nAgSWIKCDtIS9bBsJECBAgAABAgQIEJgloIM0i0kjAgQIECBAgAABAgSWIKCDtIS9bBsJECBA\ngAABAgQIEJgloIM0i0kjAgQIECBAgAABAgSWIKCDtIS9bBsJECBAgAABAgQIEJgloIM0i0kj\nAgQIECBAgAABAgSWIKCDtIS9bBsJECBAgAABAgQIEJgloIM0i0kjAgQIECBAgAABAgSWIKCD\ntIS9bBsJECBAgAABAgQIEJgloIM0i0kjAgQIECBAgAABAgSWIKCDtIS9bBsJECBAgAABAgQI\nEJgloIM0i0kjAgQIECBAgAABAgSWIKCDtIS9bBsJECBAgAABAgQIEJgloIM0i0kjAgQIECBA\ngAABAgSWIKCDtIS9bBsJECBAgAABAgQIEJgloIM0i0kjAgQIECBAgAABAgSWIKCDtIS9bBsJ\nECBAgAABAgQIEJgloIM0i0kjAgQIECBAgAABAgSWIKCDtIS9bBu3W+AmWeBdk/Nv94ItjwAB\nAgQITAScjyYYRgnMFdBBmiulHYH5Av8jTV+QXGT+Q3a05fWy9Gft6BrsvoUz2X37xBoRILB1\nAeejrZt5xO4Q6IfMD03uvhOrc+hOLNQyCRDYVQIvzNpcaFet0c6vDJOd3wfWgACB5Qk49i5v\nn2+0xT+RGb+X3H+jBgey3hWkA6nruQkQIECAAAECBAgQOKgEXEE6qHaXld0FAjfLOtwguUby\nqeQ9yYuTLyfryq1SecvkS8lJyWuT1XLFVNwt+e7kY8k7kpclZySr5Zqp6HNeOzklOTF5WzIt\nl8zEcckbktOS2ybfl3w0OSEZ2x+W8X5XqsNeyr53cnIyXcdjM3355G+SH0qOTj6ddP3em0zL\npTPxI8nrkosmP568Ofm75AtJy5z1b7vR5HIZv13S7egyz6nJsXnsZZPnJUclxybdrrckL0i+\nkrTMMdnb0l8CBAjsrMDSzkc7q72zSz82i597Lu57hL4POD75maTn5r5PeXvS0vf+d0z6XuaC\nSc+DbfulZLX0XHyvofJ+Gb4q2Y5z8S2ynKblB5Oe+3t18XOJQoDALhK4eNbluck3k28kHx/G\nO/3u5ErJWF6Ukdb/+TBsx+Srw/gzMuwBaSy3zkg7V23/iaRv1Dv+xuQ7k5Y9Qx6SYed3+R9K\nesD4evKY5DzJWI7MSJ/jUck7hvFx+V/L9AOSlnZW+lxt23T8r5Npaeeh6/W/k7bptn56GP/T\nDKflRplom67PZ4bxTvck3jJ3/acm3cauc59napLJM8vc5+x2fCT51aTbOT5nn/dNyaWSljkm\ne1v6S4AAgZ0RWOr5aGe0d8dSt3IuPj6r/IHkqUnPcc0JScvVk39OWvfZpOf3jr8zOTKZlum5\nuG3G9xHbcS5+VpbXZY7pefvaiUKAwC4T+O2sT/+hPim5TNJyneR5SevbKRjL2EH6VCp6gGm5\nSNLOR9v2Tf1Y3p+RjydHDBW98tLnarvHDXV7MvyHpHWvScbO2MUy/uyh/t4ZjqUHubbtAaWd\nupsmhyZ3TtrB6npdOBnLezPSDte68oJU9rk+mdx8aNDn+rOk9WNnq7NuNNS18/H85A7JuK13\nGubNWf+pybvyuF9MVk1SdchWnrPbUY+PJT+X9NO1KyQvTbodD0+mZTOTaTvjBAgQ2G6B384C\ne9xa2vlou5130/K2ci5uB6kfLvbDzPsnP5kcnfSD1HZu+sHqTw3TGRxym6Tn+HcnF0jGMp6L\nb5KKvt5+INnOc/E9h+X2ypVCgMAuFeiJ6JXJtGPRVR07Be0QjGXsID1orBiGfWzfoDfnTS6U\n9EB1YtID11h6halv2G8/VDwtw/GqTZc3Le14fTH5SDI+x5EZ78HslGR6sMvkWVfB2mYsm3UG\nxoPyL46Nh2HX8cPJf03qR4vWd/60tKPTddrX+q+a9ApYD46rJqk6ZO5ztu24HQ/sxKQckfGu\nV+dPy2Ym03bGCRAgsN0CSz0fbbfzblreeA6bcy4+Pive89qDVzbgHkN956+W3nHSx4znyOm5\n+LBhXs+X23ku3tEOUj8JVggQ2LfAL6806VWk70luNdRfeGV+J5+zUteOTDtZ/Uf/XcnJyeuS\nY5LXJ89NXpH8R/LYZCy/n5F2Evqm/WvJkcm09BOhfjrUK0vTDsu/ZfqrybScMkz0gLeV8uyV\nxl/JdLflvkm/J/SxZCxvzUjnj+USGbl2Mnf9pyY9kL856fNNTbb6nHn4maXO03LKMLFVj+lz\nGCdAgMB2Ciz9fLSd1rttWVs5F/dWumm5yTDxqgxX30f0FruWGyd/mnw5Gc/Ff5/xJybtQC3m\nXKyDlL2tEJgh0Cs+90ruk3xvcumkpVd2WsarN3un9v4oQS9Zr5ZeXWm5etIO0t2SdqRumfTg\n1YNQ6/8y+d2kHZyLJS3XTNr52KhcIzOmHaTT1jTsQa+l2zO3fCENP7Gm8bgt9fjHyfyu/7R0\nvVvmrv+qycPy2FWTrT7nmSuQP6sm58RjfC5DAgQI7ITAks9HO+G9W5a5v87FfZ+xUen7iLGs\nnov7Hd7FnIsPHRUMCRDYVOCpmfvzSe/J7ZWeXrVpZ+UjyanJarnAasUw3VviWsYOR6+83Cq5\nVtJb6m6XHJs8MrlpcttkfBPfT3GekGxU3r4y4xsr0+d08vx5YDuA31x5gsOG6dVOx+pVq62u\n/8FgskJhkgABAtsmsOTz0bYh78IF7a9zce9i+egG2zf9lbhFn4t1kDZ4hagmMBHoLWTtHPUS\n9I2T6U9h3izTLefbOzjrbw9kV00+eFbN3pEjhun/zLCdpRsmH0/enbwneXLSq1PtfP1wcqXk\nfUk7J5dJpldqMnlm6Rcnv56cvndyv/9tZ++7klNWnvl7Mv3F5F0r9auTW1n/g8VkdRtNEyBA\nYDsEln4+2g7j3bqMb/dc3PcYLe0Erb6X6G3rfX8zfuC5+HNxL9MqBAhsLnC1YXY/cZl2jnpV\npR2nlnaIVssvrlR8X6Z7K93Lks8nvZT9T8kzk2nprXkfSNrp6dWXLvOVyY2SOyTTct1MvDZ5\nerJ6hWfabrPxfq+pB8PNyuo979dP43bguv5dz83KVtb/YDLZbJvNI0CAwIEQcD46EKoHz3N+\nO+fil2Qz+z7hEcnqh7pPTd0JSe9cadkN5+K+N2nZ1/uTva38JUBg2wUunCX2UnMPLI9OegC5\ne/LCpPcEtwPQKz5jeVFG+g+79X+c9La5ByWfSnrFpVdextIvS/Z5+5h7Jz+R/GXSur9NxnLt\njPT5mkcmt0l+PenVmTOSfvIzliMz0sc/ZayYDB81zDt6UnfiUPfnGf7MpL6jL0j6XL1d74+S\ndoraKfx48qHkislY2oFr2yeOFZPhVtb/QJiM23HpyTp19LxJ17nLnJYTM9H6P09WTVKlECBA\nYEcElnw+2hHwXbLQ8Rw251x8fNa556/D1qz7M4Z5J2V49+SuyV8MdS/OcFp2+lx8bFam29Er\nX49PrpIoBAjsMoGbZ33em/Qfa9NOSQ9Chw/DXkW5UtLSzs5nkmOTXnUaH9NO1JHJtPQN+7OT\nPt/Yrpe/+2nO6lWpdqxem3RZY9sPZ/zeybR0GZ3/lGnlMP6oYd5N0ZpVAAARNUlEQVTRk3nH\nZHxcz7dP6js6HpTvmfFeeu/zfiU5IVndlhsN85+Y4boyd/0PhMm4HX3uaTlvJrpNPRFMy2Ym\n03bGCRAgsN0CSz0fbbfzblreeA6bcy4+Pive89phazag57yHJn2P0jbNN5LnJ1dIpmWnz8WH\nZmWek3wt6XreLVEIENiFAj2wHJ4cmVwomVuulYaX30fji2b+dZNrJufZR9t+gniD5LuS1cvk\n+3joprO7jqvbNR6Ue6DsevVK0Pirehk9R2Xu+u9Wk3O00R5EgACB/SiwxPPRfuQ76J7qQJyL\nrxqF3i6/riM1Bdrpc/F3ZGUuN10h4wQIENhpgelBeafXxfIJECBAgMASBZyLt3mv9xMIhQAB\nAgQIECBAgAABAgQioIPkZUCAwGYCvff3q0nv/1UIECBAgACB7RdwLt5+c0skQIAAAQIECBAg\nQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAg\nQIAAAQIECBDYl8D+/E8m97Us8wkQ2Psfzd4xEP++CcbVM++myRFDm09u0vYWmffg5B8mbfof\nsR6V3Cy5RPK55CvJbir9D2ePTi6efCzp/+S9WXlMZvZXN9+/QaNbpf6KyYc2mK+aAAECBDYW\n6H/GeaPkhsmpSX+9dLOy2TH58DxwX+e5zZ7bvP0jcHieZu5+mNN23fuN6ZreJRPtV3x8WrnB\n+JVSf+uk5/8vbdBGNQECCxHo/1b9zuT0Dbb3Cql/UdKf1J7mVZlup2ldeVYqXzuZ8dMZ/2gy\nfXw7SL84abOTo5fKwl+STNfvi5l+wCYrdc2hfTtB68odUtnn+/t1M9URIECAwKYCd87cvlEd\nj8vtHJ2Q9Jy0rmx2TN7XeW7d86nb/wJb2Q9z266+35iu9c9moq+fh0wrNxhvJ+r1Sdv3w2CF\nAIEFC1wy2/6KpAeEdR2k86b+xGH+32R4++SY5OlJr668PblQMi19TD+pecRQeZsM2/bk5OHJ\n9ZJ2jN6VdLn3Sna6vDIr0HX5s+T7k56Y/ylp3f2SdeUXUvn55AJrZl42daclfbwO0hogVQQI\nENhEoHca9LzxiaTniKsnP5b8V/KG5ILJatnomLyv89zq85g+MAJb2Q9z266+35iuec/j7VT3\nPDyng/RbQ9u210EKgkJgqQJ3zYZ/JOnB4CvJug7SMcP8fqqyWl6Wij72x1dmfN9Qf6Oh/tXD\n9A9v0O4dK/XbPXnjYf3euLLgq2W6J+jXrdSPk93+48eJleGLMz1+8qmDtIJjkgABAvsQ6PG4\n55ebr7TrB1g9Lj9ppb6T647Jc85za55K1X4W2Mp+2Erb1fcbXe1LJ89M+vr58jB8SIablb6u\n+p/ejudtHaTNtMwjcC4W6JWgHjz66dxxyZuS05PVcu9UnJzcf3VGpu+R9DkeuTLvNzPd2+nO\nk/TTnX9J2gnq5evV0qtIZyTr5q22PVDTR+SJH5X0vuPV8p+p+NRqZab76eUXkgetmfeA1NWl\n9z13+IpEIUCAAIF5Aj2+9rzwrxs0f2fq++HetKw7Js89z02fx/j+F9jKfthK267p9P3GuOb/\nnJGee5+b/PQwvlkH6SJp896kd408YWh/kwwVAgQWKNDb3n4n6XdvWjbqIO2du/5vb6HrQein\nVmaflOl+erOv0lvzPpu8b18Nd2j+DbPcryfPW7P8dqa67ddYmXfNTPe2u6cm3T4dpCAoBAgQ\n2ILA4WnbY+ffbvCY/zvM/87J/HXH5P1xnpsswug5FNjKfthK267OSckzV9brjzPd10NLPwDu\na2mzDlJvre93onvXyOOSttdBCoJCgMDWO0iXCdrHk3ZwrjABvETG+8nfaqdp0uSs0UdmrAei\nx59Vs/Mjvep1n+Svkx4w35YcnqyW30/Fasfu0NT1atm7kgsnOkhBUAgQILBFgfOnfW93esua\nx/V80w+ueu743sn8dcfkyewzR8/JB4Grz2H62xfYyn7YrO2c9xv76iD1e0p9Lf3MsFk6SN/+\n/vUMBM5VApsdhFY3tJejx0/w7rcy826Z7v3hl1upX538iVT0JPee5DtWZ+7g9JWy7B4sxzw6\n4z1Zr5a3p6JXiaalV+R6Uu890S06SHsd/CVAgMBWBV6dB/Q43HPFtPRKwHh8/sHJjHXH5Mns\nM0e3cp5bfazp/Sewlf2wWds57zeOy2r39bLuClI72/2g90XJWHSQRglDAgTOFNjsIDQlukwm\n+oMNPeA8eTpjGH9ahv+2pn5adZ9MfDU5LblOsptKO2tXSW6c/EnSDk+/P3XRZCxXzki3/05j\nRYY9UZ+RPHJSp4M0wTBKgACBLQj06lB/PKgfpP1l8mvJXyWnJ69Jegy+ftKy7pi8d863/p17\nnvvWR5na3wJb2Q+btZ3zfuO4rHxfK+s6SC9P/UeTyyZj0UEaJQwJEDhTYLOD0Ej03Rl5b9KD\nTa+srCsfSuVj1s0Y6n4rwz7+/cm1hrrdPOj3j7q+PzZZyftlvCfusdN0sYx3e2p4WNLb65p+\nv6uPPWGYvkCGCgECBAjME+j3QHvbcjtJ/bDqpOTmSd8Y99h6eNKyekzeW3v2v3POc2d/lJr9\nLbCV/bBZ23293+h6H5f0tbLaQXrQUH/3DMdzdod/MNQfO9T3tnuFAIEFC2x2ECrL9ZL+alBP\nUj+brCvXTWUPREevmdmDTK84dX5PeJdPDoZyu6xk1/kZk5Vtp+lVk+lub9vsK/1ek0KAAAEC\nWxO4SJqPH0j1kT3+9ldEx9ufV4/JbbOu7Os8t+4x6va/wFb2w0ZtN3u/MV3j4zLRc/NqB6mv\noX2dszv/2smuKv2ys0KAwO4Q6O1m/b98ejK6Y/LKZF1pZ6I/bNBb8KalP/X99OQ+Se/1vWfy\nxWS3lIdmRR6R9CrRtOPT9ftG/6R8fu/gzJ8jv3XGHztMd9CO41Mm0+Noj2M/n3wweXHSA71C\ngAABAvsW6Bvb3vrUc0c7Q2O5TEZulrwu6Qd250tWj8mpUs7lAhu935i72S9Mw7evadzX1lFJ\nO92nJZ9OFAIEFiyw0ac0/U7OycmXk339x2knpE0POqulnYR+EvOCpCez3Vb6XaKu37p1f9kw\n787DSvfg2bbXH6Y3G1xoaPuKzRqZR4AAAQJnE3h+anqsvcXKnCdkurfcHT3Ub+WYvNF5bmUR\nJg+wwFb2w0ZtN3q/sbrqx6Wir6PVK0ir7cbpxw3tbzJW7LahK0i7bY9Yn6UKPDwbfnjSqyQP\nS9aVl6by2UlPZL+00uDSmf7doe7iGf7tyvxx8qcyMl6lGeu2a9j1/7vkLkmvju1JeoXr55Lb\nJv0kqVeAWjp9avLWTigECBAgcEAEelW+x+ReQer4ycmPJvdNHpO8NmlxTN7rsKS//a7Quvcb\nSzKwrQQIbJPARp/SvDnL76cvm6XfLbrD0ObwDKflzpnY7LHjvEtOH7QD44dlmX+YnJGM69Tb\nOn4j6a2FY+n3p/aME/sYuoK0DyCzCRAgsInAPTKvH0iNx+TeydDO0vRD9K0ckzc6z+UplW0U\n2Mp+WNd2o/cb6zbhuFT29fOQdTPX1O36K0hr1lkVAQK7WOAqWbfe6nCwl95SeIPkWsm62wFv\nnvorJwoBAgQIHHiBdoZ6PL5+cpE1i3NMXoNyLq86t7zfOJfvJptHgAABAgQIECBAgAABAgQI\nECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQI\nECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQI\nECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQI\nECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQI\nECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQI\nECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQI\nECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQI\nECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQI\nECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQI\nECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQI\nECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQI\nECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQI\nECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQI\nECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQI\nECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQI\nECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQI\nECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQI\nECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQI\nECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQI\nECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQI\nECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQI\nECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQI\nECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQI\nECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQI\nECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQI\nECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQI\nECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQI\nECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQI\nECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQI\nECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQI\nECBAgAABAgQIECBAgAABAgQIbJvA/wNJbsWgQoN+GwAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      },
      "text/plain": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "library(rpart)\n",
    "fit <- rpart(Kyphosis ~ Age + Number + Start, data = kyphosis)\n",
    "fit2 <- rpart(Kyphosis ~ Age + Number + Start, data = kyphosis,\n",
    "              parms = list(prior = c(.65,.35), split = \"information\"))\n",
    "fit3 <- rpart(Kyphosis ~ Age + Number + Start, data = kyphosis,\n",
    "              control = rpart.control(cp = 0.05))\n",
    "par(mfrow = c(1,2), xpd = NA) # otherwise on some devices the text is clipped\n",
    "plot(fit)\n",
    "text(fit, use.n = TRUE)\n",
    "plot(fit2)\n",
    "text(fit2, use.n = TRUE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "The downloaded binary packages are in\n",
      "\t/var/folders/c8/qlnd5fx50dl060wblmhzn3600000gn/T//RtmpiZaPbG/downloaded_packages\n"
     ]
    }
   ],
   "source": [
    "install.packages(\"randomForest\", dep = T, repos = \"https://mirrors.tuna.tsinghua.edu.cn/CRAN\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Call:\n",
      " randomForest(formula = Species ~ ., data = iris, importance = TRUE,      proximity = TRUE) \n",
      "               Type of random forest: classification\n",
      "                     Number of trees: 500\n",
      "No. of variables tried at each split: 2\n",
      "\n",
      "        OOB estimate of  error rate: 4.67%\n",
      "Confusion matrix:\n",
      "           setosa versicolor virginica class.error\n",
      "setosa         50          0         0        0.00\n",
      "versicolor      0         47         3        0.06\n",
      "virginica       0          4        46        0.08\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<caption>A matrix: 4 × 5 of type dbl</caption>\n",
       "<thead>\n",
       "\t<tr><th></th><th scope=col>setosa</th><th scope=col>versicolor</th><th scope=col>virginica</th><th scope=col>MeanDecreaseAccuracy</th><th scope=col>MeanDecreaseGini</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>Sepal.Length</th><td> 5.88</td><td> 5.87</td><td> 9.21</td><td>10.62</td><td> 9.37</td></tr>\n",
       "\t<tr><th scope=row>Sepal.Width</th><td> 5.23</td><td> 0.31</td><td> 4.71</td><td> 4.94</td><td> 2.45</td></tr>\n",
       "\t<tr><th scope=row>Petal.Length</th><td>21.60</td><td>31.41</td><td>27.71</td><td>32.39</td><td>42.13</td></tr>\n",
       "\t<tr><th scope=row>Petal.Width</th><td>22.96</td><td>33.74</td><td>32.07</td><td>33.85</td><td>45.28</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A matrix: 4 × 5 of type dbl\n",
       "\\begin{tabular}{r|lllll}\n",
       "  & setosa & versicolor & virginica & MeanDecreaseAccuracy & MeanDecreaseGini\\\\\n",
       "\\hline\n",
       "\tSepal.Length &  5.88 &  5.87 &  9.21 & 10.62 &  9.37\\\\\n",
       "\tSepal.Width &  5.23 &  0.31 &  4.71 &  4.94 &  2.45\\\\\n",
       "\tPetal.Length & 21.60 & 31.41 & 27.71 & 32.39 & 42.13\\\\\n",
       "\tPetal.Width & 22.96 & 33.74 & 32.07 & 33.85 & 45.28\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A matrix: 4 × 5 of type dbl\n",
       "\n",
       "| <!--/--> | setosa | versicolor | virginica | MeanDecreaseAccuracy | MeanDecreaseGini |\n",
       "|---|---|---|---|---|---|\n",
       "| Sepal.Length |  5.88 |  5.87 |  9.21 | 10.62 |  9.37 |\n",
       "| Sepal.Width |  5.23 |  0.31 |  4.71 |  4.94 |  2.45 |\n",
       "| Petal.Length | 21.60 | 31.41 | 27.71 | 32.39 | 42.13 |\n",
       "| Petal.Width | 22.96 | 33.74 | 32.07 | 33.85 | 45.28 |\n",
       "\n"
      ],
      "text/plain": [
       "             setosa versicolor virginica MeanDecreaseAccuracy MeanDecreaseGini\n",
       "Sepal.Length  5.88   5.87       9.21     10.62                 9.37           \n",
       "Sepal.Width   5.23   0.31       4.71      4.94                 2.45           \n",
       "Petal.Length 21.60  31.41      27.71     32.39                42.13           \n",
       "Petal.Width  22.96  33.74      32.07     33.85                45.28           "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1] 0.7373483 0.7989356\n"
     ]
    },
    {
     "data": {
      "image/png": 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IaS7Srf9hnT1ECZh+nnYGWwX+xyJKoWzVJ9KcR6I5fyaB5wkm5Ol1u6eb2Q/Ce5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\nT3LacJZ2TdnJnYqbG+vUXwL6gLrkoVj5dZrVPer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STYYXcahOydAZxzvgInAmeBP4MvgnmIBtscwFVbZ/g6fH7anpP4f/HLA8UBsoDe2a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\nsdgX0F/po+Z9fh+M2Zq23APVnt7Y29CHUTW1rrwt1qc/x12Af9oB9cjryec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Kv7Q3NE9rLS4D0LDw8ZyBJ6L+are4+BHUUn03lhGwzr04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CeSFjYKmIu/OcNGd9ELdz4JlOC/J2HCn7K5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\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V9MufsD+WMqcl3a8ZZE8kEZvAwz5JnQ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ITE2FymD1h/b+pMvIZ5bgJ67VWcUdlcpT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\nWDhzxEZSTAIDnRtIJfoDPoZ1wuigyYzUR2qc/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Vryzh6y6P/sAWNiYbGMTObrQAY6hicy2IpBQlb8229d9EfvutiH67hef/iT67bVS5wI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\nEAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAE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      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      },
      "text/plain": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "library(randomForest)\n",
    "## Classification:\n",
    "##data(iris)\n",
    "set.seed(71)\n",
    "iris.rf <- randomForest(Species ~ ., data=iris, importance=TRUE,\n",
    "                        proximity=TRUE)\n",
    "print(iris.rf)\n",
    "## Look at variable importance:\n",
    "round(importance(iris.rf), 2)\n",
    "## Do MDS on 1 - proximity:\n",
    "iris.mds <- cmdscale(1 - iris.rf$proximity, eig=TRUE)\n",
    "op <- par(pty=\"s\")\n",
    "pairs(cbind(iris[,1:4], iris.mds$points), cex=0.6, gap=0,\n",
    "      col=c(\"red\", \"green\", \"blue\")[as.numeric(iris$Species)],\n",
    "      main=\"Iris Data: Predictors and MDS of Proximity Based on RandomForest\")\n",
    "par(op)\n",
    "print(iris.mds$GOF)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "R",
   "language": "R",
   "name": "ir"
  },
  "language_info": {
   "codemirror_mode": "r",
   "file_extension": ".r",
   "mimetype": "text/x-r-source",
   "name": "R",
   "pygments_lexer": "r",
   "version": "3.6.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
